Holger Fröning, Prof. Dr.

Holger Fröning is a full professor and leads the Computing Systems Group at the Institute of Computer Engineering at Heidelberg University. His research interests focus on embedded machine learning and high-performance computing, and include hardware and software architectures, programmability, co-design, data movement optimizations, and associated power and energy aspects. From 2011 to 2018, he was associate professor at the same university. Since 2023, he is managing director of the Institute of Computer Engineering. From 2019 to 2022, he was Dean of Studies for Computer Science at Heidelberg University. In 2016, he was with NVIDIA Research (Santa Clara, CA, US) as visiting scientist, sponsored by Bill Dally. Early 2015 he was visiting professor at the Graz University of Technology (Austria), sponsored by Gernot Kubin. From 2008 to 2011 he reported to Jose Duato from the Technical University of Valencia (Spain). He has received his PhD and MSc degrees 2007 respectively 2001 from University of Mannheim, Germany.

In 2023, he was named visiting professor at Xi’an University of Technology. In 2021, he was awarded visiting scientist at the Chinese Academy of Sciences. In 2014, he received the prestigious Google Faculty Research Award. Five of his publications have received a best paper award (IPDPS, ICPP, among others), and parts of his research results have been commercialized.

He co-organizes the Workshop on Embedded Machine Learning (WEML) and the Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM) on a regular basis. He was local co-chair for IEEE CLUSTER 2022, chaired tracks for EuroPar 2015 and International Supercomputer Conference 2017, and recently served as program committee member for IPDPS2024/21, CCGRID2023/20, SC2017, ICPP2023/22/21, FPL2023/22/21, and EuroPar 2024. He was reviewer for ECAI2023 and ECML2023. He is frequently providing reviews for established journals, such as IEEE Micro, TPDS, and JPDC. His recent sponsors include DFG, FWF, FFG, Carl-Zeiss Foundation, NVIDIA, SAP, and XILINX.

Research interests

  • HW for artificial intelligence
  • Embedded machine learning - resource-efficient neural networks and beyond
  • Computer architecture and interconnection networks
  • High-performance computing, machine learning, data analytics

Recent news (2-year horizon)

  • 09/2024: Invited talk at IEEE SOCC, Dresden, Germany, on ‘Towards Enhanced Resource Efficiency in Large Language Models’
  • 08/2024: Invited talk at Huawei Research, Shenzhen, on ‘On Accelerating Deep and Bayesian Neural Architectures’
  • 08/2024: Invited talk at National Supercomputing Center in Shenzhen, on ‘Towards Enhanced Resource Efficiency in Large Language Models’
  • 06/2024: Invited talk at National Supercomputing Center in Shenzhen, on ‘On Accelerating Deep and Bayesian Neural Architectures’, sponsored by Haohuan Fu
  • 05/2024: Invited talk at Chinese Acacemy of Sciences, Beijing, on ‘Charting the Course: Future Directions on the Intersection of Hardware Systems and Artificial Intelligence’
  • 05/2024: Invited talk at Tsinghua University, Beijing on ‘On Accelerating Deep and Bayesian Neural Architectures’, sponsored by Yu Wang
  • 04/2024: Invited to Dagstuhl Seminar “Hardware Support for Cloud Database Systems in the Post-Moore’s Law Era (24162)”, co-organized by David F. Bacon, Carsten Binnig, David A. Patterson, and Margo Seltzer
  • 02/2024: Invited talk at Rotary Club Heidelberg-Schloss on ‘Tiefe Neuronale Netzwerke aus Sicht von Wissenschaft und Technik’
  • 01/2024: Invited talk at hessian.ai/TU Darmstadt - “On Accelerating Deep and Bayesian Neural Architectures”
  • 11/2023: Invited talk at STRUCTURES - “On Accelerating Deep and Bayesian Neural Architectures”
  • 05/2023: Guest lecture at Xi’an University of Technology, China, on ‘Charting the Course: Future Directions on the Intersection of Hardware Systems and Artificial Intelligence’

General information

  • Short CV: pdf
  • Bio: please use text above
  • Photo: jpg - copyright “Universität Heidelberg, Kommunikation und Marketing”

Awards

  • 2023: Visiting Professor at Xi’an University of Technology, China
  • 2023: Best paper award, 2nd Practical-DL Workshop, AAAI Conference on Artificial Intelligence
  • 2021: Visiting Scientist at the Chinese Academy of Sciences (CAS), funded by President’s International Fellowship Initiative (PIFI 2020)
  • 2020: Best paper finalist, Int. Conf. on Machine Learning, Optimization, and Data Science (LOD)
  • 2017: Best paper finalist, International Supercomputer Conference (ISC)
  • 2017: Best paper award, 31th International Parallel and Distributed Processing Symposium
  • 2014: Google Faculty Research Award
  • 2010: Best paper award, 9th International Conference on Networks
  • 2009: Best paper award, 5th International Workshop on Applied Reconfigurable Computing
  • 2008: Best paper award, 37th International Conference on Parallel Processing (ICPP)

Recent Service (4-year horizon)

Reviewer/Technical Program Committee (TPC)

  • 2025: TPC member, IEEE International Parallel & Distributed Processing Symposium (IPDPS)
  • 2024: TPC member, International Conference on Chip Design (ICCD)
  • 2024: TPC member, European Conference on Machine Learning (ECML)
  • 2024: TPC member, International Conference on Field-Programmable Logic and Applications (FPL)
  • 2024: Reviewer, ACM Transactions on Embedded Computing Systems (TECS)
  • 2024: Reviewer, Journal of Parallel and Distributed Computing (JPDC)
  • 2024: TPC member, IEEE International Parallel & Distributed Processing Symposium (IPDPS)
  • 2024: Reviewer, International Conference on Pattern Recognition (ICPR)
  • 2024: TPC member, International Conference on Supercomputing (ICS)
  • 2024: TPC member, International European Conference on Parallel and Distributed Computing (Euro-PAR)
  • 2023: TPC member, International Conference on Chip Design (ICCD)
  • 2023: Reviewer, European Conference on Artificial Intelligence (ECAI)
  • 2023: Reviewer, European Conference on Machine Learning (ECML)
  • 2023: Reviewer, Journal of Parallel and Distributed Computing (JPDC)
  • 2023: TPC member, IEEE/ACM international Symposium on Cluster, Cloud and Internet Computing (CCGRID)
  • 2023: TPC member, International Conference on Parallel Processing (ICPP)
  • 2023: TPC member, International Conference on Field-Programmable Logic and Applications (FPL)
  • 2022: TPC member, International Conference on Parallel Processing (ICPP)
  • 2022: TPC member, International Conference on Field-Programmable Logic and Applications (FPL)
  • 2022: Reviewer, Transactions on Parallel and Distributed Systems (TPDS)
  • 2021: TPC member, IEEE International Parallel & Distributed Processing Symposium (IPDPS)
  • 2021: TPC member, International Conference on Parallel Processing (ICPP)
  • 2021: TPC member, International Conference on Field-Programmable Logic and Applications (FPL)
  • 2020: TPC member, IEEE/ACM international Symposium on Cluster, Cloud and Internet Computing (CCGRID)
  • 2020: Reviewer, IEEE MICRO

Local Co-Chair

TPC track chair

  • 2021: Special session chair, International Symposium on Highly Efficient Accelerators and & Reconfigurable Technologies (HEART2021)
  • 2017: International Supercomputer Conference (ISC)
  • 2015: International European Conference on Parallel and Distributed Computing (Euro-PAR)

Organizer

Recent Teaching (4-year horizon)

Summer term 2032

Winter term 2023/24

  • Lecturer - graduate course “High Performance and Distributed Computing (2+2)” [LSF] [Moodle]
  • Lecturer - graduate course “GPU Computing - Architecture and Programming (2+2)” [LSF] [Moodle]
  • Organizer - seminar “Machine Learning Accelerators” [LSF]
  • Organizer - undergraduate course “Einführung in das Textsatzsystem LaTeX” [LSF]

Summer term 2023

  • Lecturer - graduate course “Embedded Machine Learning (2+2)” [LSF] [Moodle]
  • Organizer - seminar “Robust Machine Learning” [LSF]

Winter term 2022/2023

  • Lecturer - graduate course “Introduction to High Performance Computing (2+2)” [LSF] [Moodle]
  • Organizer - seminar “Resilient Machine Learning” [LSF]

Summer term 2022

  • Organizer - seminar “Probabilistic Programming Languages” [LSF]

Winter term 2021/2022

  • Lecturer - graduate course “GPU Computing (2+2)” [LSF]
  • Organizer - seminar “Quantum Computing” [LSF]
  • Co-Lecturer - undergraduate course “Einführung in die Technische Informatik” [LSF]

Summer term 2021

  • Lecturer - graduate course “Advanced Parallel Computing (2+2)” [LSF] [github]
  • Organizer - seminar “Considered Harmful” [LSF]
  • Organizer - undergraduate course “Einführung in das Textsatzsystem LaTeX” [LSF]
  • Co-Lecturer - lecture series “Data Science and Health” [LSF]

Winter term 2020/2021

  • Lecturer - graduate course “GPU Computing (2+2)” [LSF]
  • Lecturer - graduate course “Introduction to High-Performance Computing (2+2)” [LSF]
  • Organizer - seminar “Specialized Machine-Learning Frameworks” [LSF]
  • Organizer - undergraduate course “Einführung in das Textsatzsystem LaTeX” [LSF]
  • Co-Lecturer - lecture series “Data Science and Health” [LSF]

Summer term 2020

  • Organizer - seminar “Indoor Localization, Mapping and Short-Range Communication” [LSF]
  • Co-Lecturer - lecture series “Data Science and Health”
    [LSF]

Publications

2024

  1. Daniel Barley and Holger Fröning
    Less Memory Means smaller GPUs: Backpropagation with Compressed Activations
    CoRR, abs/2409.11902, 2024
    @article{barley2024,
      author = {Barley, Daniel and Fr{{\"o}}ning, Holger},
      title = {Less Memory Means smaller GPUs: Backpropagation with Compressed Activations},
      year = {2024},
      volume = {abs/2409.11902},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2409.11902},
    }
    
  2. Wolfgang Roth, Günther Schindler, Bernhard Klein, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf and Zoubin Ghahramani
    Resource-Efficient Neural Networks for Embedded Systems
    Journal of Machine Learning Research, 25(50), 1–51, 2024
    @article{JMLR:v25:18-566,
      author = {Roth, Wolfgang and Schindler, G{{\"u}}nther and Klein, Bernhard and Peharz, Robert and Tschiatschek, Sebastian and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Ghahramani, Zoubin},
      title = {Resource-Efficient Neural Networks for Embedded Systems},
      journal = {Journal of Machine Learning Research},
      year = {2024},
      volume = {25},
      number = {50},
      pages = {1--51},
      url = {http://jmlr.org/papers/v25/18-566.html},
    }
    
  3. Hendrik Borras, Bernhard Klein and Holger Fröning
    Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics
    European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2024
    @inproceedings{borras2024,
      title = {Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics},
      author = {Borras, Hendrik and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
      year = {2024},
      series = {ECML-PKDD},
      url = {https://doi.org/10.1007/978-3-031-70359-1_3},
    }
    
  4. Sophie Steger, Christian Knoll, Bernhard Klein, Holger Fröning and Franz Pernkopf
    Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
    ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling, 2024
    @inproceedings{steger2024function,
      title = {Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles},
      author = {Steger, Sophie and Knoll, Christian and Klein, Bernhard and Fr{\"o}ning, Holger and Pernkopf, Franz},
      booktitle = {ICML 2024 Workshop on Structured Probabilistic Inference {\&} Generative Modeling},
      year = {2024},
      url = {https://openreview.net/forum?id=FbMN9HjgHI},
    }
    
  5. Frank Brückerhoff-Plückelmann, Hendrik Borras, Bernhard Klein, Akhil Varri, Marlon Becker, Jelle Dijkstra, Martin Brückerhoff, C. David Wright, Martin Salinga, Harish Bhaskaran, Benjamin Risse, Holger Fröning and Wolfram Pernice
    Probabilistic Photonic Computing with Chaotic Light
    CoRR, abs/2401.17915, 2024
    @article{brckerhoffplckelmann2024probabilistic,
      title = {Probabilistic Photonic Computing with Chaotic Light},
      author = {Brückerhoff-Plückelmann, Frank and Borras, Hendrik and Klein, Bernhard and Varri, Akhil and Becker, Marlon and Dijkstra, Jelle and Brückerhoff, Martin and Wright, C. David and Salinga, Martin and Bhaskaran, Harish and Risse, Benjamin and Fr{\"o}ning, Holger and Pernice, Wolfram},
      year = {2024},
      volume = {abs/2401.17915},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2401.17915},
    }
    
  6. Franz Kevin Stehle, Wainer Vandelli, Felix Zahn, Giuseppe Avolio and Holger Fröning
    DeepHYDRA: A Hybrid Deep Learning and DBSCAN-Based Approach to Time-Series Anomaly Detection in Dynamically-Configured Systems
    38th ACM International Conference on Supercomputing (ICS), 272–285, Association for Computing Machinery, 2024
    @inproceedings{10.1145/3650200.3656637,
      author = {Stehle, Franz Kevin and Vandelli, Wainer and Zahn, Felix and Avolio, Giuseppe and Fr\"{o}ning, Holger},
      title = {DeepHYDRA: A Hybrid Deep Learning and DBSCAN-Based Approach to Time-Series Anomaly Detection in Dynamically-Configured Systems},
      year = {2024},
      isbn = {9798400706103},
      publisher = {Association for Computing Machinery},
      address = {New York, NY, USA},
      doi = {10.1145/3650200.3656637},
      booktitle = {38th ACM International Conference on Supercomputing},
      pages = {272–285},
      numpages = {14},
      location = {Kyoto, Japan},
      series = {ICS},
    }
    
  7. Jonas Dann, Daniel Ritter and Holger Fröning
    GraphScale: Scalable Processing on FPGAs for HBM and Large Graphs
    ACM Trans. Reconfigurable Technol. Syst., 17(2), Association for Computing Machinery, 2024
    @article{10.1145/3616497,
      author = {Dann, Jonas and Ritter, Daniel and Fr\"{o}ning, Holger},
      title = {GraphScale: Scalable Processing on FPGAs for HBM and Large Graphs},
      year = {2024},
      issue_date = {June 2024},
      publisher = {Association for Computing Machinery},
      address = {New York, NY, USA},
      volume = {17},
      number = {2},
      issn = {1936-7406},
      url = {https://doi.org/10.1145/3616497},
      doi = {10.1145/3616497},
      journal = {ACM Trans. Reconfigurable Technol. Syst.},
      month = mar,
      articleno = {22},
      numpages = {23},
      keywords = {FPGA, Graph processing, HBM},
    }
    
  8. Sichen Qin, Guiquan Zhang, Jia-Wei Zhang, Yu Zhao, Chen Song, Yannick Emonds and Holger Fröning
    Random telegraph noise characteristic of nonvolatile resistive random access memories based on optical interference principle
    Japanese Journal of Applied Physics, 63(3), 031003, IOP Publishing, 2024
    @article{Qin_2024,
      doi = {10.35848/1347-4065/ad26d1},
      url = {https://dx.doi.org/10.35848/1347-4065/ad26d1},
      year = {2024},
      month = mar,
      publisher = {IOP Publishing},
      volume = {63},
      number = {3},
      pages = {031003},
      author = {Qin, Sichen and Zhang, Guiquan and Zhang, Jia-Wei and Zhao, Yu and Song, Chen and Emonds, Yannick and Fröning, Holger},
      title = {Random telegraph noise characteristic of nonvolatile resistive random access memories based on optical interference principle},
      journal = {Japanese Journal of Applied Physics},
    }
    
  9. Jonas Dann, Tobias Götz, Daniel Ritter, Jana Giceva and Holger Fröning
    GraphMatch: Subgraph Query Processing on FPGAs
    CoRR, abs/2402.17559, 2024
    @article{dann2024graphmatch,
      title = {GraphMatch: Subgraph Query Processing on FPGAs},
      author = {Dann, Jonas and Götz, Tobias and Ritter, Daniel and Giceva, Jana and Fröning, Holger},
      year = {2024},
      volume = {abs/2402.17559},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2402.17559},
      doi = {10.48550/ARXIV.2402.17559},
    }
    
  10. Yannick Emonds, Kai Xi and Holger Fröning
    Implications of Noise in Resistive Memory on Deep Neural Networks for Image Classification
    CoRR, abs/2401.05820, 2024
    @article{DBLP:journals/corr/abs-2401-05820,
      author = {Emonds, Yannick and Xi, Kai and Fröning, Holger},
      title = {Implications of Noise in Resistive Memory on Deep Neural Networks
                        for Image Classification},
      journal = {CoRR},
      volume = {abs/2401.05820},
      year = {2024},
      url = {https://arxiv.org/abs/2401.05820},
      doi = {10.48550/ARXIV.2401.05820},
      eprinttype = {arXiv},
      eprint = {2401.05820},
      timestamp = {Thu, 25 Jan 2024 00:00:00 +0100},
    }
    

2023

  1. Laura Promberger, Rainer Schwemmer and Holger Fröning
    Characterization of data compression across CPU platforms and accelerators
    Concurr. Comput. Pract. Exp., 35(20), 2023
    @article{DBLP:journals/concurrency/PrombergerSF23,
      author = {Promberger, Laura and Schwemmer, Rainer and Fr{\"{o}}ning, Holger},
      title = {Characterization of data compression across {CPU} platforms and accelerators},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {35},
      number = {20},
      year = {2023},
      url = {https://doi.org/10.1002/cpe.6465},
      doi = {10.1002/CPE.6465},
      timestamp = {Thu, 14 Sep 2023 01:00:00 +0200},
    }
    
  2. Jonas Dann, Daniel Ritter and Holger Fröning
    Non-relational Databases on FPGAs: Survey, Design Decisions, Challenges
    ACM Comput. Surv., 55(11), 225:1–225:37, 2023
    @article{DBLP:journals/csur/DannRF23,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {Non-relational Databases on FPGAs: Survey, Design Decisions, Challenges},
      journal = {{ACM} Comput. Surv.},
      volume = {55},
      number = {11},
      pages = {225:1--225:37},
      year = {2023},
      url = {https://doi.org/10.1145/3568990},
      doi = {10.1145/3568990},
      timestamp = {Fri, 02 Jun 2023 01:00:00 +0200},
    }
    
  3. Yannick Emonds, Lorenz Braun and Holger Fröning
    CUDAsap: Statically-Determined Execution Statistics as Alternative to Execution-Based Profiling
    23rd IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 119–130, IEEE, 2023
    @inproceedings{DBLP:conf/ccgrid/EmondsBF23,
      author = {Emonds, Yannick and Braun, Lorenz and Fr{\"{o}}ning, Holger},
      editor = {Simmhan, Yogesh and Altintas, Ilkay and Varbanescu, Ana Lucia and Balaji, Pavan and Prasad, Abhinandan S. and Carnevale, Lorenzo},
      title = {CUDAsap: Statically-Determined Execution Statistics as Alternative to Execution-Based Profiling},
      booktitle = {23rd {IEEE/ACM} International Symposium on Cluster, Cloud and Internet Computing},
      address = {Bangalore, India},
      series = {CCGRID},
      pages = {119--130},
      publisher = {{IEEE}},
      year = {2023},
      url = {https://doi.org/10.1109/CCGrid57682.2023.00021},
      doi = {10.1109/CCGRID57682.2023.00021},
      timestamp = {Fri, 21 Jul 2023 22:25:52 +0200},
    }
    
  4. Joachim Meyer, Aksel Alpay, Sebastian Hack, Holger Fröning and Vincent Heuveline
    Implementation Techniques for SPMD Kernels on CPUs
    International Workshop on OpenCL, IWOCL 2023, Cambridge, United Kingdom, April 18-20, 2023, 1:1–1:12, ACM, 2023
    @inproceedings{DBLP:conf/iwocl/0003AHFH23,
      author = {Meyer, Joachim and Alpay, Aksel and Hack, Sebastian and Fr{\"{o}}ning, Holger and Heuveline, Vincent},
      title = {Implementation Techniques for {SPMD} Kernels on CPUs},
      booktitle = {International Workshop on OpenCL, {IWOCL}
                        2023, Cambridge, United Kingdom, April 18-20, 2023},
      pages = {1:1--1:12},
      publisher = {{ACM}},
      year = {2023},
      url = {https://doi.org/10.1145/3585341.3585342},
      doi = {10.1145/3585341.3585342},
      timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
    }
    
  5. S. Kazem Shekofteh, Christian Alles and Holger Fröning
    Reducing Memory Requirements for the IPU using Butterfly Factorizations
    SC ’23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis, SC-W 2023, Denver, CO, USA, November 12-17, 2023, 1255–1263, ACM, 2023
    @inproceedings{DBLP:conf/sc/ShekoftehAF23,
      author = {Shekofteh, S. Kazem and Alles, Christian and Fr{\"{o}}ning, Holger},
      title = {Reducing Memory Requirements for the {IPU} using Butterfly Factorizations},
      booktitle = {{SC} '23 Workshops of The International Conference
                        on High Performance Computing, Network, Storage, and Analysis, {SC-W}
                        2023, Denver, CO, USA, November 12-17, 2023},
      pages = {1255--1263},
      publisher = {{ACM}},
      year = {2023},
      url = {https://doi.org/10.1145/3624062.3624196},
      doi = {10.1145/3624062.3624196},
      timestamp = {Tue, 28 Nov 2023 00:00:00 +0100},
    }
    
  6. Lisa Kuhn, Bernhard Klein and Holger Fröning
    On the Non-Associativity of Analog Computations
    CoRR, abs/2309.14292, 2023
    @article{DBLP:journals/corr/abs-2309-14292,
      author = {Kuhn, Lisa and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      title = {On the Non-Associativity of Analog Computations},
      journal = {CoRR},
      volume = {abs/2309.14292},
      year = {2023},
      url = {https://arxiv.org/abs/2309.14292},
      doi = {10.48550/ARXIV.2309.14292},
      eprinttype = {arXiv},
      eprint = {2309.14292},
      timestamp = {Wed, 27 Sep 2023 01:00:00 +0200},
    }
    
  7. S. Kazem Shekofteh, Christian Alles, Nils Kochendörfer and Holger Fröning
    On Performance Analysis of Graphcore IPUs: Analyzing Squared and Skewed Matrix Multiplication
    CoRR, abs/2310.00256, 2023
    @article{DBLP:journals/corr/abs-2310-00256,
      author = {Shekofteh, S. Kazem and Alles, Christian and Kochend{\"{o}}rfer, Nils and Fr{\"{o}}ning, Holger},
      title = {On Performance Analysis of Graphcore IPUs: Analyzing Squared and Skewed
                        Matrix Multiplication},
      journal = {CoRR},
      volume = {abs/2310.00256},
      year = {2023},
      url = {https://arxiv.org/abs/2310.00256},
      doi = {10.48550/ARXIV.2310.00256},
      eprinttype = {arXiv},
      eprint = {2310.00256},
      timestamp = {Wed, 18 Oct 2023 01:00:00 +0200},
    }
    
  8. Daniel Barley and Holger Fröning
    Compressing the Backward Pass of Large-Scale Neural Architectures by Structured Activation Pruning
    CoRR, abs/2311.16883, 2023
    @article{DBLP:journals/corr/abs-2311-16883,
      author = {Barley, Daniel and Fr{\"{o}}ning, Holger},
      title = {Compressing the Backward Pass of Large-Scale Neural Architectures
                        by Structured Activation Pruning},
      journal = {CoRR},
      volume = {abs/2311.16883},
      year = {2023},
      url = {https://arxiv.org/abs/2311.16883},
      doi = {10.48550/ARXIV.2311.16883},
      eprinttype = {arXiv},
      eprint = {2311.16883},
      timestamp = {Mon, 04 Dec 2023 00:00:00 +0100},
    }
    

2022

  1. Dennis Rieber, Axel Acosta and Holger Fröning
    Joint Program and Layout Transformations to Enable Convolutional Operators on Specialized Hardware Based on Constraint Programming
    ACM Trans. Archit. Code Optim., 19(1), 7:1–7:26, 2022
    @article{DBLP:journals/taco/RieberAF22,
      author = {Rieber, Dennis and Acosta, Axel and Fr{\"{o}}ning, Holger},
      title = {Joint Program and Layout Transformations to Enable Convolutional Operators
                        on Specialized Hardware Based on Constraint Programming},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {19},
      number = {1},
      pages = {7:1--7:26},
      year = {2022},
      url = {https://doi.org/10.1145/3487922},
      doi = {10.1145/3487922},
      timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
    }
    
  2. Jonas Dann, Royden Wagner, Daniel Ritter, Christian Faerber and Holger Fröning
    PipeJSON: Parsing JSON at Line Speed on FPGAs
    International Conference on Management of Data, DaMoN 2022, Philadelphia, PA, USA, 13 June 2022, 3:1–3:7, ACM, 2022
    @inproceedings{DBLP:conf/damon/DannW0FF22,
      author = {Dann, Jonas and Wagner, Royden and Ritter, Daniel and Faerber, Christian and Fr{\"{o}}ning, Holger},
      editor = {Blanas, Spyros and May, Norman},
      title = {PipeJSON: Parsing {JSON} at Line Speed on FPGAs},
      booktitle = {International Conference on Management of Data, DaMoN 2022, Philadelphia,
                        PA, USA, 13 June 2022},
      pages = {3:1--3:7},
      publisher = {{ACM}},
      year = {2022},
      url = {https://doi.org/10.1145/3533737.3535094},
      doi = {10.1145/3533737.3535094},
      timestamp = {Wed, 15 Jun 2022 13:47:16 +0200},
    }
    
  3. Jonas Dann, Daniel Ritter and Holger Fröning
    GraphScale: Scalable Bandwidth-Efficient Graph Processing on FPGAs
    32nd International Conference on Field-Programmable Logic and Applications, FPL 2022, Belfast, United Kingdom, August 29 - Sept. 2, 2022, 24–32, IEEE, 2022
    @inproceedings{DBLP:conf/fpl/Dann0F22,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {GraphScale: Scalable Bandwidth-Efficient Graph Processing on FPGAs},
      booktitle = {32nd International Conference on Field-Programmable Logic and Applications,
                        {FPL} 2022, Belfast, United Kingdom, August 29 - Sept. 2, 2022},
      pages = {24--32},
      publisher = {{IEEE}},
      year = {2022},
      url = {https://doi.org/10.1109/FPL57034.2022.00016},
      doi = {10.1109/FPL57034.2022.00016},
      timestamp = {Mon, 20 Feb 2023 17:38:16 +0100},
    }
    
  4. Joachim Meyer, Aksel Alpay, Holger Fröning and Vincent Heuveline
    Compiler-aided nd-range parallel-for implementations on CPU in hipSYCL
    IWOCL’22: International Workshop on OpenCL, Bristol, United Kingdom, May 10 - 12, 2022, 28:1–28:3, ACM, 2022
    @inproceedings{DBLP:conf/iwocl/0003AFH22,
      author = {Meyer, Joachim and Alpay, Aksel and Fr{\"{o}}ning, Holger and Heuveline, Vincent},
      title = {Compiler-aided nd-range parallel-for implementations on {CPU} in hipSYCL},
      booktitle = {IWOCL'22: International Workshop on OpenCL, Bristol, United Kingdom,
                        May 10 - 12, 2022},
      pages = {28:1--28:3},
      publisher = {{ACM}},
      year = {2022},
      url = {https://doi.org/10.1145/3529538.3530216},
      doi = {10.1145/3529538.3530216},
      timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
    }
    
  5. Dennis Rieber, Moritz Reiber, Oliver Bringmann and Holger Fröning
    HW-Aware Initialization of DNN Auto-Tuning to Improve Exploration Time and Robustness
    CoRR, abs/2205.15568, 2022
    @article{DBLP:journals/corr/abs-2205-15568,
      author = {Rieber, Dennis and Reiber, Moritz and Bringmann, Oliver and Fr{\"{o}}ning, Holger},
      title = {HW-Aware Initialization of {DNN} Auto-Tuning to Improve Exploration
                        Time and Robustness},
      journal = {CoRR},
      volume = {abs/2205.15568},
      year = {2022},
      url = {https://arxiv.org/abs/2205.15568},
      doi = {10.48550/ARXIV.2205.15568},
      eprinttype = {arXiv},
      eprint = {2205.15568},
      timestamp = {Wed, 01 Jun 2022 01:00:00 +0200},
    }
    
  6. Torben Krieger, Bernhard Klein and Holger Fröning
    Towards Hardware-Specific Automatic Compression of Neural Networks
    CoRR, abs/2212.07818, 2022
    @article{DBLP:journals/corr/abs-2212-07818,
      author = {Krieger, Torben and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      title = {Towards Hardware-Specific Automatic Compression of Neural Networks},
      journal = {CoRR},
      volume = {abs/2212.07818},
      year = {2022},
      url = {https://arxiv.org/abs/2212.07818},
      doi = {10.48550/ARXIV.2212.07818},
      eprinttype = {arXiv},
      eprint = {2212.07818},
      timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
    }
    

2021

  1. Lorenz Braun, Sotirios Nikas, Chen Song, Vincent Heuveline and Holger Fröning
    A Simple Model for Portable and Fast Prediction of Execution Time and Power Consumption of GPU Kernels
    ACM Trans. Archit. Code Optim., 18(1), 7:1–7:25, 2021
    @article{DBLP:journals/taco/BraunNSHF21,
      author = {Braun, Lorenz and Nikas, Sotirios and Song, Chen and Heuveline, Vincent and Fr{\"{o}}ning, Holger},
      title = {A Simple Model for Portable and Fast Prediction of Execution Time
                        and Power Consumption of {GPU} Kernels},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {18},
      number = {1},
      pages = {7:1--7:25},
      year = {2021},
      url = {https://doi.org/10.1145/3431731},
      doi = {10.1145/3431731},
      timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
    }
    
  2. Jonas Dann, Daniel Ritter and Holger Fröning
    Exploring Memory Access Patterns for Graph Processing Accelerators
    Datenbanksysteme für Business, Technologie und Web (BTW 2021), 19. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme" (DBIS), 13.-17. September 2021, Dresden, Germany, Proceedings (LNI), P-311, 101–122, Gesellschaft für Informatik, Bonn, 2021
    @inproceedings{DBLP:conf/btw/Dann0F21,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      editor = {Sattler, Kai{-}Uwe and Herschel, Melanie and Lehner, Wolfgang},
      title = {Exploring Memory Access Patterns for Graph Processing Accelerators},
      booktitle = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web {(BTW} 2021),
                        19. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme"
                        (DBIS), 13.-17. September 2021, Dresden, Germany, Proceedings},
      series = {{LNI}},
      volume = {{P-311}},
      pages = {101--122},
      publisher = {Gesellschaft f{\"{u}}r Informatik, Bonn},
      year = {2021},
      url = {https://doi.org/10.18420/btw2021-05},
      doi = {10.18420/BTW2021-05},
      timestamp = {Tue, 04 Jul 2023 17:43:09 +0200},
    }
    
  3. Bernhard Klein, Lisa Kuhn, Johannes Weis, Arne Emmel, Yannik Stradmann, Johannes Schemmel and Holger Fröning
    Towards Addressing Noise and Static Variations of Analog Computations Using Efficient Retraining
    Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Proceedings Part I (Communications in Computer and Information Science), 1524, 409–420, Springer, 2021
    @inproceedings{DBLP:conf/pkdd/KleinKWESSF21,
      author = {Klein, Bernhard and Kuhn, Lisa and Weis, Johannes and Emmel, Arne and Stradmann, Yannik and Schemmel, Johannes and Fr{\"{o}}ning, Holger},
      editor = {Kamp, Michael and Koprinska, Irena and Bibal, Adrien and Bouadi, Tassadit and Fr{\'{e}}nay, Beno{\^{\i}}t and Gal{\'{a}}rraga, Luis and Oramas, Jos{\'{e}} and Adilova, Linara and Krishnamurthy, Yamuna and Kang, Bo and Largeron, Christine and Lijffijt, Jefrey and Viard, Tiphaine and Welke, Pascal and Ruocco, Massimiliano and Aune, Erlend and Gallicchio, Claudio and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Fr{\"{o}}ning, Holger and Schindler, G{\"{u}}nther and Guidotti, Riccardo and Monreale, Anna and Rinzivillo, Salvatore and Biecek, Przemyslaw and Ntoutsi, Eirini and Pechenizkiy, Mykola and Rosenhahn, Bodo and Buckley, Christopher L. and Cialfi, Daniela and Lanillos, Pablo and Ramstead, Maxwell and Verbelen, Tim and Ferreira, Pedro M. and Andresini, Giuseppina and Malerba, Donato and Medeiros, Ib{\'{e}}ria and Fournier{-}Viger, Philippe and Nawaz, M. Saqib and Ventura, Sebasti{\'{a}}n and Sun, Meng and Zhou, Min and Bitetta, Valerio and Bordino, Ilaria and Ferretti, Andrea and Gullo, Francesco and Ponti, Giovanni and Severini, Lorenzo and Ribeiro, Rita P. and Gama, Jo{\~{a}}o and Gavald{\`{a}}, Ricard and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Roqueiro, Damian and Miranda, Diego Saldana and Sechidis, Konstantinos and Gra{\c{c}}a, Guilherme},
      title = {Towards Addressing Noise and Static Variations of Analog Computations
                        Using Efficient Retraining},
      booktitle = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2021, Proceedings Part {I}},
      series = {Communications in Computer and Information Science},
      volume = {1524},
      pages = {409--420},
      publisher = {Springer},
      year = {2021},
      url = {https://doi.org/10.1007/978-3-030-93736-2_32},
      doi = {10.1007/978-3-030-93736-2\_32},
    }
    
  4. Jonas Dann, Daniel Ritter and Holger Fröning
    Demystifying memory access patterns of FPGA-based graph processing accelerators
    GRADES-NDA ’21: 4th ACM SIGMOD Joint International Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA), Virtual Event, China, 20 June 2021, 3:1–3:10, ACM, 2021
    @inproceedings{DBLP:conf/sigmod/Dann0F21,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      editor = {Kalavri, Vasiliki and Yakovets, Nikolay},
      title = {Demystifying memory access patterns of FPGA-based graph processing
                        accelerators},
      booktitle = {{GRADES-NDA} '21: 4th {ACM} {SIGMOD} Joint International
                        Workshop on Graph Data Management Experiences {\&} Systems {(GRADES)}
                        and Network Data Analytics (NDA), Virtual Event, China, 20 June 2021},
      pages = {3:1--3:10},
      publisher = {{ACM}},
      year = {2021},
      url = {https://doi.org/10.1145/3461837.3464512},
      doi = {10.1145/3461837.3464512},
      timestamp = {Wed, 14 Jul 2021 16:01:02 +0200},
    }
    
  5. Bernhard Klein, Christoph Gratl, Manfred Mücke and Holger Fröning
    Understanding Cache Boundness of ML Operators on ARM Processors
    CoRR, abs/2102.00932, 2021
    @article{DBLP:journals/corr/abs-2102-00932,
      author = {Klein, Bernhard and Gratl, Christoph and M{\"{u}}cke, Manfred and Fr{\"{o}}ning, Holger},
      title = {Understanding Cache Boundness of {ML} Operators on {ARM} Processors},
      journal = {CoRR},
      volume = {abs/2102.00932},
      year = {2021},
      url = {https://arxiv.org/abs/2102.00932},
      eprinttype = {arXiv},
      eprint = {2102.00932},
      timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
    }
    
  6. Dennis Rieber, Axel Acosta and Holger Fröning
    The Programming of Deep Learning Accelerators as a Constraint Satisfaction Problem
    CoRR, abs/2104.04731, 2021
    @article{DBLP:journals/corr/abs-2104-04731,
      author = {Rieber, Dennis and Acosta, Axel and Fr{\"{o}}ning, Holger},
      title = {The Programming of Deep Learning Accelerators as a Constraint Satisfaction
                        Problem},
      journal = {CoRR},
      volume = {abs/2104.04731},
      year = {2021},
      url = {https://arxiv.org/abs/2104.04731},
      eprinttype = {arXiv},
      eprint = {2104.04731},
      timestamp = {Tue, 22 Feb 2022 00:00:00 +0100},
    }
    
  7. Matthias Hauck, Ismail Oukid and Holger Fröning
    Scheduling of Graph Queries: Controlling Intra- and Inter-query Parallelism for a High System Throughput
    CoRR, abs/2110.10797, 2021
    @article{DBLP:journals/corr/abs-2110-10797,
      author = {Hauck, Matthias and Oukid, Ismail and Fr{\"{o}}ning, Holger},
      title = {Scheduling of Graph Queries: Controlling Intra- and Inter-query Parallelism
                        for a High System Throughput},
      journal = {CoRR},
      volume = {abs/2110.10797},
      year = {2021},
      url = {https://arxiv.org/abs/2110.10797},
      eprinttype = {arXiv},
      eprint = {2110.10797},
      timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
    }
    

2020

  1. S. Kazem Shekofteh, Hamid Noori, Mahmoud Naghibzadeh, Holger Fröning and Hadi Sadoghi Yazdi
    cCUDA: Effective Co-Scheduling of Concurrent Kernels on GPUs
    IEEE Trans. Parallel Distributed Syst., 31(4), 766–778, 2020
    @article{DBLP:journals/tpds/ShekoftehNNFY20,
      author = {Shekofteh, S. Kazem and Noori, Hamid and Naghibzadeh, Mahmoud and Fr{\"{o}}ning, Holger and Yazdi, Hadi Sadoghi},
      title = {cCUDA: Effective Co-Scheduling of Concurrent Kernels on GPUs},
      journal = {{IEEE} Trans. Parallel Distributed Syst.},
      volume = {31},
      number = {4},
      pages = {766--778},
      year = {2020},
      url = {https://doi.org/10.1109/TPDS.2019.2944602},
      doi = {10.1109/TPDS.2019.2944602},
      timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
    }
    
  2. Markus Huber, Günther Schindler, Christian Schörkhuber, Wolfgang Roth, Franz Pernkopf and Holger Fröning
    Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets
    2020 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2020, Barcelona, Spain, May 4-8, 2020, 806–810, IEEE, 2020
    @inproceedings{DBLP:conf/icassp/HuberSSRPF20,
      author = {Huber, Markus and Schindler, G{\"{u}}nther and Sch{\"{o}}rkhuber, Christian and Roth, Wolfgang and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      title = {Towards Real-Time Single-Channel Singing-Voice Separation with Pruned
                        Multi-Scaled Densenets},
      booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
                        Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
      pages = {806--810},
      publisher = {{IEEE}},
      year = {2020},
      url = {https://doi.org/10.1109/ICASSP40776.2020.9053542},
      doi = {10.1109/ICASSP40776.2020.9053542},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  3. Felix Zahn and Holger Fröning
    On Network Locality in MPI-Based HPC Applications
    ICPP 2020: 49th International Conference on Parallel Processing, Edmonton, AB, Canada, August 17-20, 2020, 57:1–57:10, ACM, 2020
    @inproceedings{DBLP:conf/icpp/ZahnF20,
      author = {Zahn, Felix and Fr{\"{o}}ning, Holger},
      editor = {Amaral, Jos{\'{e}} Nelson and John, Lizy Kurian and Shen, Xipeng},
      title = {On Network Locality in MPI-Based {HPC} Applications},
      booktitle = {{ICPP} 2020: 49th International Conference on Parallel Processing,
                        Edmonton, AB, Canada, August 17-20, 2020},
      pages = {57:1--57:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3404397.3404436},
      doi = {10.1145/3404397.3404436},
      timestamp = {Wed, 12 Aug 2020 17:44:07 +0200},
    }
    
  4. Alexander Matz, Johannes Doerfert and Holger Fröning
    Automated Partitioning of Data-Parallel Kernels using Polyhedral Compilation
    ICPP Workshops ’20: Workshops, Edmonton, AB, Canada, August 17-20, 2020, 13:1–13:10, ACM, 2020
    @inproceedings{DBLP:conf/icppw/MatzDF20,
      author = {Matz, Alexander and Doerfert, Johannes and Fr{\"{o}}ning, Holger},
      editor = {Silla, Federico and Abdelrahman, Tarek S.},
      title = {Automated Partitioning of Data-Parallel Kernels using Polyhedral Compilation},
      booktitle = {{ICPP} Workshops '20: Workshops, Edmonton, AB, Canada, August 17-20,
                        2020},
      pages = {13:1--13:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3409390.3409403},
      doi = {10.1145/3409390.3409403},
      timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
    }
    
  5. Laura Promberger, Rainer Schwemmer and Holger Fröning
    Assessing the Overhead of Offloading Compression Tasks
    ICPP Workshops ’20: Workshops, Edmonton, AB, Canada, August 17-20, 2020, 15:1–15:10, ACM, 2020
    @inproceedings{DBLP:conf/icppw/PrombergerSF20,
      author = {Promberger, Laura and Schwemmer, Rainer and Fr{\"{o}}ning, Holger},
      editor = {Silla, Federico and Abdelrahman, Tarek S.},
      title = {Assessing the Overhead of Offloading Compression Tasks},
      booktitle = {{ICPP} Workshops '20: Workshops, Edmonton, AB, Canada, August 17-20,
                        2020},
      pages = {15:1--15:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3409390.3409405},
      doi = {10.1145/3409390.3409405},
      timestamp = {Wed, 15 Dec 2021 00:00:00 +0100},
    }
    
  6. Wolfgang Roth, Franz Pernkopf, Günther Schindler and Holger Fröning
    On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks
    25th International Conference on Pattern Recognition, ICPR 2020, Virtual Event / Milan, Italy, January 10-15, 2021, 10297–10304, IEEE, 2020
    @inproceedings{DBLP:conf/icpr/RothPSF20,
      author = {Roth, Wolfgang and Pernkopf, Franz and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger},
      title = {On Resource-Efficient Bayesian Network Classifiers and Deep Neural
                        Networks},
      booktitle = {25th International Conference on Pattern Recognition, {ICPR} 2020,
                        Virtual Event / Milan, Italy, January 10-15, 2021},
      pages = {10297--10304},
      publisher = {{IEEE}},
      year = {2020},
      url = {https://doi.org/10.1109/ICPR48806.2021.9413156},
      doi = {10.1109/ICPR48806.2021.9413156},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  7. Günther Schindler, Wolfgang Roth, Franz Pernkopf and Holger Fröning
    Parameterized Structured Pruning for Deep Neural Networks
    Machine Learning, Optimization, and Data Science - 6th International Conference, LOD 2020, Siena, Italy, July 19-23, 2020, Revised Selected Papers, Part II (Lecture Notes in Computer Science), 12566, 16–27, Springer, 2020
    @inproceedings{DBLP:conf/mod/SchindlerRPF20,
      author = {Schindler, G{\"{u}}nther and Roth, Wolfgang and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      editor = {Nicosia, Giuseppe and Ojha, Varun and Malfa, Emanuele La and Jansen, Giorgio and Sciacca, Vincenzo and Pardalos, Panos M. and Giuffrida, Giovanni and Umeton, Renato},
      title = {Parameterized Structured Pruning for Deep Neural Networks},
      booktitle = {Machine Learning, Optimization, and Data Science - 6th International
                        Conference, {LOD} 2020, Siena, Italy, July 19-23, 2020, Revised Selected
                        Papers, Part {II}},
      series = {Lecture Notes in Computer Science},
      volume = {12566},
      pages = {16--27},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-64580-9\_3},
      doi = {10.1007/978-3-030-64580-9\_3},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  8. Dennis Rieber and Holger Fröning
    Search Space Complexity of Iteration Domain Based Instruction Embedding for Deep Learning Accelerators
    IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers (Communications in Computer and Information Science), 1325, 213–228, Springer, 2020
    @inproceedings{DBLP:conf/pkdd/RieberF20,
      author = {Rieber, Dennis and Fr{\"{o}}ning, Holger},
      editor = {Gama, Jo{\~{a}}o and Pashami, Sepideh and Bifet, Albert and {Sayed Mouchaweh}, Moamar and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Schiele, Gregor and Blott, Michaela},
      title = {Search Space Complexity of Iteration Domain Based Instruction Embedding
                        for Deep Learning Accelerators},
      booktitle = {IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge,
                        and Mobile for Embedded Machine Learning - Second International Workshop,
                        IoT Streams 2020, and First International Workshop, {ITEM} 2020, Co-located
                        with {ECML/PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Revised
                        Selected Papers},
      series = {Communications in Computer and Information Science},
      volume = {1325},
      pages = {213--228},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-66770-2\_16},
      doi = {10.1007/978-3-030-66770-2\_16},
      timestamp = {Wed, 07 Apr 2021 01:00:00 +0200},
    }
    
  9. Kevin Stehle, Günther Schindler and Holger Fröning
    On the Difficulty of Designing Processor Arrays for Deep Neural Networks
    IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers (Communications in Computer and Information Science), 1325, 229–240, Springer, 2020
    @inproceedings{DBLP:conf/pkdd/StehleSF20,
      author = {Stehle, Kevin and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger},
      editor = {Gama, Jo{\~{a}}o and Pashami, Sepideh and Bifet, Albert and {Sayed Mouchaweh}, Moamar and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Schiele, Gregor and Blott, Michaela},
      title = {On the Difficulty of Designing Processor Arrays for Deep Neural Networks},
      booktitle = {IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge,
                        and Mobile for Embedded Machine Learning - Second International Workshop,
                        IoT Streams 2020, and First International Workshop, {ITEM} 2020, Co-located
                        with {ECML/PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Revised
                        Selected Papers},
      series = {Communications in Computer and Information Science},
      volume = {1325},
      pages = {229--240},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-66770-2\_17},
      doi = {10.1007/978-3-030-66770-2\_17},
      timestamp = {Mon, 15 Feb 2021 00:00:00 +0100},
    }
    
  10. Wolfgang Roth, Günther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf and Zoubin Ghahramani
    Resource-Efficient Neural Networks for Embedded Systems
    CoRR, abs/2001.03048, 2020
    @article{DBLP:journals/corr/abs-2001-03048,
      author = {Roth, Wolfgang and Schindler, G{\"{u}}nther and Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Peharz, Robert and Tschiatschek, Sebastian and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Ghahramani, Zoubin},
      title = {Resource-Efficient Neural Networks for Embedded Systems},
      journal = {CoRR},
      volume = {abs/2001.03048},
      year = {2020},
      url = {http://arxiv.org/abs/2001.03048},
      eprinttype = {arXiv},
      eprint = {2001.03048},
      timestamp = {Mon, 13 Jan 2020 00:00:00 +0100},
    }
    
  11. Lorenz Braun, Sotirios Nikas, Chen Song, Vincent Heuveline and Holger Fröning
    A Simple Model for Portable and Fast Prediction of Execution Time and Power Consumption of GPU Kernels
    CoRR, abs/2001.07104, 2020
    @article{DBLP:journals/corr/abs-2001-07104,
      author = {Braun, Lorenz and Nikas, Sotirios and Song, Chen and Heuveline, Vincent and Fr{\"{o}}ning, Holger},
      title = {A Simple Model for Portable and Fast Prediction of Execution Time
                        and Power Consumption of {GPU} Kernels},
      journal = {CoRR},
      volume = {abs/2001.07104},
      year = {2020},
      url = {https://arxiv.org/abs/2001.07104},
      eprinttype = {arXiv},
      eprint = {2001.07104},
      timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
    }
    
  12. Lukas Pfeifenberger, Matthias Zöhrer, Günther Schindler, Wolfgang Roth, Holger Fröning and Franz Pernkopf
    Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement
    CoRR, abs/2007.11477, 2020
    @article{DBLP:journals/corr/abs-2007-11477,
      author = {Pfeifenberger, Lukas and Z{\"{o}}hrer, Matthias and Schindler, G{\"{u}}nther and Roth, Wolfgang and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      title = {Resource-Efficient Speech Mask Estimation for Multi-Channel Speech
                        Enhancement},
      journal = {CoRR},
      volume = {abs/2007.11477},
      year = {2020},
      url = {https://arxiv.org/abs/2007.11477},
      eprinttype = {arXiv},
      eprint = {2007.11477},
      timestamp = {Wed, 29 Jul 2020 01:00:00 +0200},
    }
    
  13. Jonas Dann, Daniel Ritter and Holger Fröning
    Exploring Memory Access Patterns for Graph Processing Accelerators
    CoRR, abs/2010.13619, 2020
    @article{DBLP:journals/corr/abs-2010-13619,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {Exploring Memory Access Patterns for Graph Processing Accelerators},
      journal = {CoRR},
      volume = {abs/2010.13619},
      year = {2020},
      url = {https://arxiv.org/abs/2010.13619},
      eprinttype = {arXiv},
      eprint = {2010.13619},
      timestamp = {Mon, 02 Nov 2020 00:00:00 +0100},
    }
    

2019

  1. Francisco J. Andujar, Juan A. Villar, José L. Sánchez, Francisco J. Alfaro, José Duato and Holger Fröning
    Constructing virtual 5-dimensional tori out of lower-dimensional network cards
    Concurr. Comput. Pract. Exp., 31(2), 2019
    @article{DBLP:journals/concurrency/AndujarVSADF19,
      author = {Andujar, Francisco J. and Villar, Juan A. and S{\'{a}}nchez, Jos{\'{e}} L. and Alfaro, Francisco J. and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger},
      title = {Constructing virtual 5-dimensional tori out of lower-dimensional network
                        cards},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {31},
      number = {2},
      year = {2019},
      url = {https://doi.org/10.1002/cpe.4361},
      doi = {10.1002/CPE.4361},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Felix Zahn, Steffen Lammel and Holger Fröning
    On link width scaling for energy-proportional direct interconnection networks
    Concurr. Comput. Pract. Exp., 31(2), 2019
    @article{DBLP:journals/concurrency/ZahnLF19,
      author = {Zahn, Felix and Lammel, Steffen and Fr{\"{o}}ning, Holger},
      title = {On link width scaling for energy-proportional direct interconnection
                        networks},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {31},
      number = {2},
      year = {2019},
      url = {https://doi.org/10.1002/cpe.4439},
      doi = {10.1002/CPE.4439},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  3. S. Kazem Shekofteh, Hamid Noori, Mahmoud Naghibzadeh, Hadi Sadoghi Yazdi and Holger Fröning
    Metric Selection for GPU Kernel Classification
    ACM Trans. Archit. Code Optim., 15(4), 68:1–68:27, 2019
    @article{DBLP:journals/taco/ShekoftehNNYF19,
      author = {Shekofteh, S. Kazem and Noori, Hamid and Naghibzadeh, Mahmoud and Yazdi, Hadi Sadoghi and Fr{\"{o}}ning, Holger},
      title = {Metric Selection for {GPU} Kernel Classification},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {15},
      number = {4},
      pages = {68:1--68:27},
      year = {2019},
      url = {https://doi.org/10.1145/3295690},
      doi = {10.1145/3295690},
      timestamp = {Sat, 08 Jan 2022 00:00:00 +0100},
    }
    
  4. Alexander Matz and Holger Fröning
    Quantifying the NUMA Behavior of Partitioned GPGPU Applications
    12th Workshop on General Purpose Processing Using GPUs, GPGPU@ASPLOS 2019, Providence, RI, USA, April 13, 2019, 53–62, ACM, 2019
    @inproceedings{DBLP:conf/asplos/MatzF19,
      author = {Matz, Alexander and Fr{\"{o}}ning, Holger},
      editor = {Jog, Adwait and Kayiran, Onur},
      title = {Quantifying the {NUMA} Behavior of Partitioned {GPGPU} Applications},
      booktitle = {12th Workshop on General Purpose Processing Using
                        GPUs, GPGPU@ASPLOS 2019, Providence, RI, USA, April 13, 2019},
      pages = {53--62},
      publisher = {{ACM}},
      year = {2019},
      url = {https://doi.org/10.1145/3300053.3319420},
      doi = {10.1145/3300053.3319420},
      timestamp = {Tue, 16 Apr 2019 17:25:22 +0200},
    }
    
  5. Felix Zahn, Pedro Yébenes, Jesús Escudero-Sahuquillo, Pedro Javier Garcı́a and Holger Fröning
    Effects of Congestion Management on Energy Saving Techniques in Interconnection Networks
    The 5th International Workshop on High-Performance Interconnection Networks in the ExaScale and Big-Data Era, HiPINEB@HPCA 2019, 17 February 2019, Washington, DC, USA, 9–16, IEEE Computer Society, 2019
    @inproceedings{DBLP:conf/hpca/ZahnYEGF19,
      author = {Zahn, Felix and Y{\'{e}}benes, Pedro and Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      title = {Effects of Congestion Management on Energy Saving Techniques in Interconnection
                        Networks},
      booktitle = {The 5th International Workshop on High-Performance Interconnection
                        Networks in the ExaScale and Big-Data Era, HiPINEB@HPCA 2019, 17 February
                        2019, Washington, DC, {USA}},
      pages = {9--16},
      publisher = {{IEEE} Computer Society},
      year = {2019},
      url = {https://doi.org/10.1109/HiPINEB.2019.00009},
      doi = {10.1109/HIPINEB.2019.00009},
      timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
    }
    
  6. Matthias Hauck, Marcus Paradies and Holger Fröning
    Software-Based Buffering of Associative Operations on Random Memory Addresses
    2019 IEEE International Parallel and Distributed Processing Symposium, IPDPS 2019, Rio de Janeiro, Brazil, May 20-24, 2019, 943–952, IEEE, 2019
    @inproceedings{DBLP:conf/ipps/HauckPF19,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger},
      title = {Software-Based Buffering of Associative Operations on Random Memory
                        Addresses},
      booktitle = {2019 {IEEE} International Parallel and Distributed Processing Symposium,
                        {IPDPS} 2019, Rio de Janeiro, Brazil, May 20-24, 2019},
      pages = {943--952},
      publisher = {{IEEE}},
      year = {2019},
      url = {https://doi.org/10.1109/IPDPS.2019.00102},
      doi = {10.1109/IPDPS.2019.00102},
      timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
    }
    
  7. Wolfgang Roth, Günther Schindler, Holger Fröning and Franz Pernkopf
    Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions
    Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II (Lecture Notes in Computer Science), 11907, 382–398, Springer, 2019
    @inproceedings{DBLP:conf/pkdd/RothSFP19,
      author = {Roth, Wolfgang and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      editor = {Brefeld, Ulf and {\'{E}}lisa Fromont and Hotho, Andreas and Knobbe, Arno J. and Maathuis, Marloes H. and Robardet, C{\'{e}}line},
      title = {Training Discrete-Valued Neural Networks with Sign Activations Using
                        Weight Distributions},
      booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                        {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20, 2019,
                        Proceedings, Part {II}},
      series = {Lecture Notes in Computer Science},
      volume = {11907},
      pages = {382--398},
      publisher = {Springer},
      year = {2019},
      url = {https://doi.org/10.1007/978-3-030-46147-8\_23},
      doi = {10.1007/978-3-030-46147-8\_23},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  8. Lorenz Braun and Holger Fröning
    CUDA Flux: A Lightweight Instruction Profiler for CUDA Applications
    2019 IEEE/ACM Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems, PMBS@SC 2019, Denver, CO, USA, November 18, 2019, 73–81, IEEE, 2019
    @inproceedings{DBLP:conf/sc/BraunF19,
      author = {Braun, Lorenz and Fr{\"{o}}ning, Holger},
      title = {{CUDA} Flux: {A} Lightweight Instruction Profiler for {CUDA} Applications},
      booktitle = {2019 {IEEE/ACM} Performance Modeling, Benchmarking and Simulation
                        of High Performance Computer Systems, PMBS@SC 2019, Denver, CO, USA,
                        November 18, 2019},
      pages = {73--81},
      publisher = {{IEEE}},
      year = {2019},
      url = {https://doi.org/10.1109/PMBS49563.2019.00014},
      doi = {10.1109/PMBS49563.2019.00014},
      timestamp = {Wed, 22 Apr 2020 16:43:07 +0200},
    }
    

2018

  1. Holger Fröning and Federico Silla
    Heterogeneous and unconventional cluster architectures and applications
    Concurr. Comput. Pract. Exp., 30(17), 2018
    @article{DBLP:journals/concurrency/FroningS18,
      author = {Fr{\"{o}}ning, Holger and Silla, Federico},
      title = {Heterogeneous and unconventional cluster architectures and applications},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {30},
      number = {17},
      year = {2018},
      url = {https://doi.org/10.1002/cpe.4661},
      doi = {10.1002/CPE.4661},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Alejandro Santos, Wainer Vandelli, Pedro Javier Garcı́a and Holger Fröning
    Buffer Provisioning for Large-Scale Data-Acquisition Systems
    12th ACM International Conference on Distributed and Event-based Systems, DEBS 2018, Hamilton, New Zealand, June 25-29, 2018, 100–111, ACM, 2018
    @inproceedings{DBLP:conf/debs/SantosVGF18,
      author = {Santos, Alejandro and Vandelli, Wainer and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      editor = {Hinze, Annika and Eyers, David M. and Hirzel, Martin and Weidlich, Matthias and Bhowmik, Sukanya},
      title = {Buffer Provisioning for Large-Scale Data-Acquisition Systems},
      booktitle = {12th {ACM} International Conference on Distributed
                        and Event-based Systems, {DEBS} 2018, Hamilton, New Zealand, June
                        25-29, 2018},
      pages = {100--111},
      publisher = {{ACM}},
      year = {2018},
      url = {https://doi.org/10.1145/3210284.3210288},
      doi = {10.1145/3210284.3210288},
      timestamp = {Fri, 26 May 2023 07:40:34 +0200},
    }
    
  3. Felix Zahn, Armin Schoffer and Holger Fröning
    Evaluating Energy-Saving Strategies on Torus, K-Ary N-Tree, and Dragonfly
    4th IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2018, Vienna, Austria, February 24, 2018, 16–23, IEEE Computer Society, 2018
    @inproceedings{DBLP:conf/hpca/ZahnSF18,
      author = {Zahn, Felix and Schoffer, Armin and Fr{\"{o}}ning, Holger},
      title = {Evaluating Energy-Saving Strategies on Torus, K-Ary N-Tree, and Dragonfly},
      booktitle = {4th {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2018, Vienna,
                        Austria, February 24, 2018},
      pages = {16--23},
      publisher = {{IEEE} Computer Society},
      year = {2018},
      url = {https://doi.org/10.1109/HiPINEB.2018.00011},
      doi = {10.1109/HIPINEB.2018.00011},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning and Franz Pernkopf
    Resource Efficient Deep Eigenvector Beamforming
    2018 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2018, Calgary, AB, Canada, April 15-20, 2018, 3354–3358, IEEE, 2018
    @inproceedings{DBLP:conf/icassp/ZohrerPSFP18,
      author = {Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      title = {Resource Efficient Deep Eigenvector Beamforming},
      booktitle = {2018 {IEEE} International Conference on Acoustics, Speech and Signal
                        Processing, {ICASSP} 2018, Calgary, AB, Canada, April 15-20, 2018},
      pages = {3354--3358},
      publisher = {{IEEE}},
      year = {2018},
      url = {https://doi.org/10.1109/ICASSP.2018.8462503},
      doi = {10.1109/ICASSP.2018.8462503},
      timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
    }
    
  5. Günther Schindler, Matthias Zöhrer, Franz Pernkopf and Holger Fröning
    Towards Efficient Forward Propagation on Resource-Constrained Systems
    Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018, Proceedings, Part I (Lecture Notes in Computer Science), 11051, 426–442, Springer, 2018
    @inproceedings{DBLP:conf/pkdd/SchindlerZPF18,
      author = {Schindler, G{\"{u}}nther and Z{\"{o}}hrer, Matthias and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      editor = {Berlingerio, Michele and Bonchi, Francesco and G{\"{a}}rtner, Thomas and Hurley, Neil and Ifrim, Georgiana},
      title = {Towards Efficient Forward Propagation on Resource-Constrained Systems},
      booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                        {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                        Part {I}},
      series = {Lecture Notes in Computer Science},
      volume = {11051},
      pages = {426--442},
      publisher = {Springer},
      year = {2018},
      url = {https://doi.org/10.1007/978-3-030-10925-7\_26},
      doi = {10.1007/978-3-030-10925-7\_26},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  6. Franz Pernkopf, Wolfgang Roth, Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina and Zoubin Ghahramani
    Efficient and Robust Machine Learning for Real-World Systems
    CoRR, abs/1812.02240, 2018
    @article{DBLP:journals/corr/abs-1812-02240,
      author = {Pernkopf, Franz and Roth, Wolfgang and Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Tschiatschek, Sebastian and Peharz, Robert and Mattina, Matthew and Ghahramani, Zoubin},
      title = {Efficient and Robust Machine Learning for Real-World Systems},
      journal = {CoRR},
      volume = {abs/1812.02240},
      year = {2018},
      url = {http://arxiv.org/abs/1812.02240},
      eprinttype = {arXiv},
      eprint = {1812.02240},
      timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
    }
    

2017

  1. Lena Oden and Holger Fröning
    InfiniBand Verbs on GPU: a case study of controlling an InfiniBand network device from the GPU
    Int. J. High Perform. Comput. Appl., 31(4), 274–284, 2017
    @article{DBLP:journals/ijhpca/OdenF17,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {InfiniBand Verbs on {GPU:} a case study of controlling an InfiniBand
                        network device from the {GPU}},
      journal = {Int. J. High Perform. Comput. Appl.},
      volume = {31},
      number = {4},
      pages = {274--284},
      year = {2017},
      url = {https://doi.org/10.1177/1094342015588142},
      doi = {10.1177/1094342015588142},
      timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
    }
    
  2. Günther Schindler, Manfred Mücke and Holger Fröning
    Linking Application Description with Efficient SIMD Code Generation for Low-Precision Signed-Integer GEMM
    Euro-Par 2017: Parallel Processing Workshops - Euro-Par 2017 International Workshops, Santiago de Compostela, Spain, August 28-29, 2017, Revised Selected Papers (Lecture Notes in Computer Science), 10659, 688–699, Springer, 2017
    @inproceedings{DBLP:conf/europar/SchindlerMF17,
      author = {Schindler, G{\"{u}}nther and M{\"{u}}cke, Manfred and Fr{\"{o}}ning, Holger},
      editor = {Heras, Dora Blanco and Boug{\'{e}}, Luc and Mencagli, Gabriele and Jeannot, Emmanuel and Sakellariou, Rizos and Badia, Rosa M. and Barbosa, Jorge G. and Ricci, Laura and Scott, Stephen L. and Lankes, Stefan and Weidendorfer, Josef},
      title = {Linking Application Description with Efficient {SIMD} Code Generation
                        for Low-Precision Signed-Integer {GEMM}},
      booktitle = {Euro-Par 2017: Parallel Processing Workshops - Euro-Par 2017 International
                        Workshops, Santiago de Compostela, Spain, August 28-29, 2017, Revised
                        Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {10659},
      pages = {688--699},
      publisher = {Springer},
      year = {2017},
      url = {https://doi.org/10.1007/978-3-319-75178-8\_55},
      doi = {10.1007/978-3-319-75178-8\_55},
      timestamp = {Thu, 14 Oct 2021 10:28:38 +0200},
    }
    
  3. Matthias Hauck, Marcus Paradies and Holger Fröning
    Can Modern Graph Processing Engines Run Concurrent Queries Efficiently?
    Fifth International Workshop on Graph Data-management Experiences & Systems, GRADES@SIGMOD/PODS 2017, Chicago, IL, USA, May 14 - 19, 2017, 5:1–5:6, ACM, 2017
    @inproceedings{DBLP:conf/grades/HauckPF17,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger},
      editor = {Boncz, Peter A. and Larriba{-}Pey, Josep Llu{\'{\i}}s},
      title = {Can Modern Graph Processing Engines Run Concurrent Queries Efficiently?},
      booktitle = {Fifth International Workshop on Graph Data-management
                        Experiences {\&} Systems, GRADES@SIGMOD/PODS 2017, Chicago, IL, USA,
                        May 14 - 19, 2017},
      pages = {5:1--5:6},
      publisher = {{ACM}},
      year = {2017},
      url = {https://doi.org/10.1145/3078447.3078452},
      doi = {10.1145/3078447.3078452},
      timestamp = {Thu, 10 Dec 2020 13:35:15 +0100},
    }
    
  4. Francisco J. Andujar, Juan A. Villar, José L. Sánchez, Francisco J. Alfaro, José Duato and Holger Fröning
    A Case Study on Implementing Virtual 5D Torus Networks Using Network Components of Lower Dimensionality
    3rd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin, TX, USA, February 5, 2017, 9–16, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/hpca/AndujarV0ADF17,
      author = {Andujar, Francisco J. and Villar, Juan A. and S{\'{a}}nchez, Jos{\'{e}} L. and Alfaro, Francisco J. and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {A Case Study on Implementing Virtual 5D Torus Networks Using Network
                        Components of Lower Dimensionality},
      booktitle = {3rd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin,
                        TX, USA, February 5, 2017},
      pages = {9--16},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/HiPINEB.2017.7},
      doi = {10.1109/HIPINEB.2017.7},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Felix Zahn, Steffen Lammel and Holger Fröning
    Early Experiences with Saving Energy in Direct Interconnection Networks
    3rd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin, TX, USA, February 5, 2017, 33–40, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/hpca/ZahnLF17,
      author = {Zahn, Felix and Lammel, Steffen and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {Early Experiences with Saving Energy in Direct Interconnection Networks},
      booktitle = {3rd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin,
                        TX, USA, February 5, 2017},
      pages = {33--40},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/HiPINEB.2017.10},
      doi = {10.1109/HIPINEB.2017.10},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  6. Alejandro Santos, Pedro Javier Garcı́a, Wainer Vandelli and Holger Fröning
    Modeling and Validating Time, Buffering, and Utilization of a Large-Scale, Real-Time Data Acquisition System
    2017 International Conference on High Performance Computing & Simulation, HPCS 2017, Genoa, Italy, July 17-21, 2017, 519–525, IEEE, 2017
    @inproceedings{DBLP:conf/ieeehpcs/SantosGVF17,
      author = {Santos, Alejandro and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer and Fr{\"{o}}ning, Holger},
      title = {Modeling and Validating Time, Buffering, and Utilization of a Large-Scale,
                        Real-Time Data Acquisition System},
      booktitle = {2017 International Conference on High Performance Computing {\&} Simulation,
                        {HPCS} 2017, Genoa, Italy, July 17-21, 2017},
      pages = {519--525},
      publisher = {{IEEE}},
      year = {2017},
      url = {https://doi.org/10.1109/HPCS.2017.83},
      doi = {10.1109/HPCS.2017.83},
      timestamp = {Wed, 16 Oct 2019 14:14:54 +0200},
    }
    
  7. Benjamin Klenk, Holger Fröning, Hans Eberle and Larry Dennison
    Relaxations for High-Performance Message Passing on Massively Parallel SIMT Processors
    2017 IEEE International Parallel and Distributed Processing Symposium, IPDPS 2017, Orlando, FL, USA, May 29 - June 2, 2017, 855–865, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/ipps/KlenkFED17,
      author = {Klenk, Benjamin and Fr{\"{o}}ning, Holger and Eberle, Hans and Dennison, Larry},
      title = {Relaxations for High-Performance Message Passing on Massively Parallel
                        {SIMT} Processors},
      booktitle = {2017 {IEEE} International Parallel and Distributed Processing Symposium,
                        {IPDPS} 2017, Orlando, FL, USA, May 29 - June 2, 2017},
      pages = {855--865},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/IPDPS.2017.94},
      doi = {10.1109/IPDPS.2017.94},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  8. Benjamin Klenk and Holger Fröning
    An Overview of MPI Characteristics of Exascale Proxy Applications
    High Performance Computing - 32nd International Conference, ISC High Performance 2017, Frankfurt, Germany, June 18-22, 2017, Proceedings (Lecture Notes in Computer Science), 10266, 217–236, Springer, 2017
    @inproceedings{DBLP:conf/supercomputer/KlenkF17,
      author = {Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      editor = {Kunkel, Julian M. and Yokota, Rio and Balaji, Pavan and Keyes, David E.},
      title = {An Overview of {MPI} Characteristics of Exascale Proxy Applications},
      booktitle = {High Performance Computing - 32nd International Conference, {ISC}
                        High Performance 2017, Frankfurt, Germany, June 18-22, 2017, Proceedings},
      series = {Lecture Notes in Computer Science},
      volume = {10266},
      pages = {217--236},
      publisher = {Springer},
      year = {2017},
      url = {https://doi.org/10.1007/978-3-319-58667-0\_12},
      doi = {10.1007/978-3-319-58667-0\_12},
      timestamp = {Tue, 14 May 2019 10:00:40 +0200},
    }
    

2016

  1. Federico Silla and Holger Fröning
    Heterogeneous cluster architectures and applications
    Concurr. Comput. Pract. Exp., 28(8), 2319–2321, 2016
    @article{DBLP:journals/concurrency/SillaF16,
      author = {Silla, Federico and Fr{\"{o}}ning, Holger},
      title = {Heterogeneous cluster architectures and applications},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {28},
      number = {8},
      pages = {2319--2321},
      year = {2016},
      url = {https://doi.org/10.1002/cpe.3762},
      doi = {10.1002/CPE.3762},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Lena Oden, Benjamin Klenk and Holger Fröning
    Analyzing GPU-controlled communication with dynamic parallelism in terms of performance and energy
    Parallel Comput., 57, 125–134, 2016
    @article{DBLP:journals/pc/OdenKF16,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      title = {Analyzing GPU-controlled communication with dynamic parallelism in
                        terms of performance and energy},
      journal = {Parallel Comput.},
      volume = {57},
      pages = {125--134},
      year = {2016},
      url = {https://doi.org/10.1016/j.parco.2016.02.005},
      doi = {10.1016/J.PARCO.2016.02.005},
      timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
    }
    
  3. Tommaso Colombo, Holger Fröning, Pedro Javier Garcı́a and Wainer Vandelli
    Optimizing the data-collection time of a large-scale data-acquisition system through a simulation framework
    J. Supercomput., 72(12), 4546–4572, 2016
    @article{DBLP:journals/tjs/ColomboFGV16,
      author = {Colombo, Tommaso and Fr{\"{o}}ning, Holger and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer},
      title = {Optimizing the data-collection time of a large-scale data-acquisition
                        system through a simulation framework},
      journal = {J. Supercomput.},
      volume = {72},
      number = {12},
      pages = {4546--4572},
      year = {2016},
      url = {https://doi.org/10.1007/s11227-016-1764-1},
      doi = {10.1007/S11227-016-1764-1},
      timestamp = {Fri, 22 May 2020 01:00:00 +0200},
    }
    
  4. Felix Zahn, Pedro Yébenes, Steffen Lammel, Pedro Javier Garcı́a and Holger Fröning
    Analyzing the Energy (Dis-) Proportionality of Scalable Interconnection Networks
    2nd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era HiPINEB@HPCA 2016, Barcelona, Spain, March 12, 2016, 25–32, IEEE Computer Society, 2016
    @inproceedings{DBLP:conf/hpca/ZahnYLGF16,
      author = {Zahn, Felix and Y{\'{e}}benes, Pedro and Lammel, Steffen and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {Analyzing the Energy (Dis-) Proportionality of Scalable Interconnection
                        Networks},
      booktitle = {2nd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era HiPINEB@HPCA 2016, Barcelona,
                        Spain, March 12, 2016},
      pages = {25--32},
      publisher = {{IEEE} Computer Society},
      year = {2016},
      url = {https://doi.org/10.1109/HIPINEB.2016.13},
      doi = {10.1109/HIPINEB.2016.13},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Jeffrey S. Young, Julian Romera, Matthias Hauck and Holger Fröning
    Optimizing communication for a 2D-partitioned scalable BFS
    IEEE High Performance Extreme Computing Conference, HPEC 2016, Waltham, MA, USA, September 13-15, 2016, 1–7, IEEE, 2016
    @inproceedings{DBLP:conf/hpec/YoungRHF16,
      author = {Young, Jeffrey S. and Romera, Julian and Hauck, Matthias and Fr{\"{o}}ning, Holger},
      title = {Optimizing communication for a 2D-partitioned scalable {BFS}},
      booktitle = {{IEEE} High Performance Extreme Computing Conference, {HPEC}
                        2016, Waltham, MA, USA, September 13-15, 2016},
      pages = {1--7},
      publisher = {{IEEE}},
      year = {2016},
      url = {https://doi.org/10.1109/HPEC.2016.7761596},
      doi = {10.1109/HPEC.2016.7761596},
      timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
    }
    
  6. Juri Schmidt, Holger Fröning and Ulrich Brüning
    Exploring Time and Energy for Complex Accesses to a Hybrid Memory Cube
    Second International Symposium on Memory Systems, MEMSYS 2016, Alexandria, VA, USA, October 3-6, 2016, 142–150, ACM, 2016
    @inproceedings{DBLP:conf/memsys/SchmidtFB16,
      author = {Schmidt, Juri and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Jacob, Bruce L.},
      title = {Exploring Time and Energy for Complex Accesses to a Hybrid Memory
                        Cube},
      booktitle = {Second International Symposium on Memory Systems,
                        {MEMSYS} 2016, Alexandria, VA, USA, October 3-6, 2016},
      pages = {142--150},
      publisher = {{ACM}},
      year = {2016},
      url = {https://doi.org/10.1145/2989081.2989099},
      doi = {10.1145/2989081.2989099},
      timestamp = {Fri, 13 Nov 2020 09:24:44 +0100},
    }
    
  7. Steffen Lammel, Felix Zahn and Holger Fröning
    SONAR: Automated Communication Characterization for HPC Applications
    High Performance Computing - ISC High Performance 2016 International Workshops, ExaComm, E-MuCoCoS, HPC-IODC, IXPUG, IWOPH, P\^3MA, VHPC, WOPSSS, Frankfurt, Germany, June 19-23, 2016, Revised Selected Papers (Lecture Notes in Computer Science), 9945, 98–114, 2016
    @inproceedings{DBLP:conf/supercomputer/LammelZF16,
      author = {Lammel, Steffen and Zahn, Felix and Fr{\"{o}}ning, Holger},
      editor = {Taufer, Michela and Mohr, Bernd and Kunkel, Julian M.},
      title = {{SONAR:} Automated Communication Characterization for {HPC} Applications},
      booktitle = {High Performance Computing - {ISC} High Performance 2016 International
                        Workshops, ExaComm, E-MuCoCoS, HPC-IODC, IXPUG, IWOPH, P{\^{}}3MA,
                        VHPC, WOPSSS, Frankfurt, Germany, June 19-23, 2016, Revised Selected
                        Papers},
      series = {Lecture Notes in Computer Science},
      volume = {9945},
      pages = {98--114},
      year = {2016},
      url = {https://doi.org/10.1007/978-3-319-46079-6\_8},
      doi = {10.1007/978-3-319-46079-6\_8},
      timestamp = {Wed, 25 Sep 2019 18:17:53 +0200},
    }
    

2015

  1. Javier Prades, Federico Silla, Holger Fröning, Mondrian Nüssle and José Duato
    On the design of a new dynamic credit-based end-to-end flow control mechanism for HPC clusters
    Parallel Comput., 46, 32–59, 2015
    @article{DBLP:journals/pc/PradesSFND15,
      author = {Prades, Javier and Silla, Federico and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Duato, Jos{\'{e}}},
      title = {On the design of a new dynamic credit-based end-to-end flow control
                        mechanism for {HPC} clusters},
      journal = {Parallel Comput.},
      volume = {46},
      pages = {32--59},
      year = {2015},
      url = {https://doi.org/10.1016/j.parco.2015.03.006},
      doi = {10.1016/J.PARCO.2015.03.006},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Tommaso Colombo, Holger Fröning, Pedro Javier Garcı́a and Wainer Vandelli
    Modeling a Large Data-Acquisition Network in a Simulation Framework
    2015 IEEE International Conference on Cluster Computing, CLUSTER 2015, Chicago, IL, USA, September 8-11, 2015, 809–816, IEEE Computer Society, 2015
    @inproceedings{DBLP:conf/cluster/ColomboFGV15,
      author = {Colombo, Tommaso and Fr{\"{o}}ning, Holger and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer},
      title = {Modeling a Large Data-Acquisition Network in a Simulation Framework},
      booktitle = {2015 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2015, Chicago, IL, USA, September 8-11, 2015},
      pages = {809--816},
      publisher = {{IEEE} Computer Society},
      year = {2015},
      url = {https://doi.org/10.1109/CLUSTER.2015.137},
      doi = {10.1109/CLUSTER.2015.137},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  3. Matthias Hauck, Marcus Paradies, Holger Fröning, Wolfgang Lehner and Hannes Rauhe
    Highspeed Graph Processing Exploiting Main-Memory Column Stores
    Euro-Par 2015: Parallel Processing Workshops - Euro-Par 2015 International Workshops, Vienna, Austria, August 24-25, 2015, Revised Selected Papers (Lecture Notes in Computer Science), 9523, 503–514, Springer, 2015
    @inproceedings{DBLP:conf/europar/HauckPFLR15,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger and Lehner, Wolfgang and Rauhe, Hannes},
      editor = {Hunold, Sascha and Costan, Alexandru and Gim{\'{e}}nez, Domingo and Iosup, Alexandru and Ricci, Laura and Requena, Mar{\'{\i}}a Engracia G{\'{o}}mez and Scarano, Vittorio and Varbanescu, Ana Lucia and Scott, Stephen L. and Lankes, Stefan and Weidendorfer, Josef and Alexander, Michael},
      title = {Highspeed Graph Processing Exploiting Main-Memory Column Stores},
      booktitle = {Euro-Par 2015: Parallel Processing Workshops - Euro-Par 2015 International
                        Workshops, Vienna, Austria, August 24-25, 2015, Revised Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {9523},
      pages = {503--514},
      publisher = {Springer},
      year = {2015},
      url = {https://doi.org/10.1007/978-3-319-27308-2\_41},
      doi = {10.1007/978-3-319-27308-2\_41},
      timestamp = {Tue, 14 May 2019 10:00:46 +0200},
    }
    
  4. Benjamin Klenk, Lena Oden and Holger Fröning
    Analyzing communication models for distributed thread-collaborative processors in terms of energy and time
    2015 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2015, Philadelphia, PA, USA, March 29-31, 2015, 318–327, IEEE Computer Society, 2015
    @inproceedings{DBLP:conf/ispass/KlenkOF15,
      author = {Klenk, Benjamin and Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {Analyzing communication models for distributed thread-collaborative
                        processors in terms of energy and time},
      booktitle = {2015 {IEEE} International Symposium on Performance Analysis of Systems
                        and Software, {ISPASS} 2015, Philadelphia, PA, USA, March 29-31, 2015},
      pages = {318--327},
      publisher = {{IEEE} Computer Society},
      year = {2015},
      url = {https://doi.org/10.1109/ISPASS.2015.7095817},
      doi = {10.1109/ISPASS.2015.7095817},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2014

  1. Federico Silla and Holger Fröning
    Special issue on unconventional cluster architectures and applications
    Clust. Comput., 17(2), 291, 2014
    @article{DBLP:journals/cluster/SillaF14,
      author = {Silla, Federico and Fr{\"{o}}ning, Holger},
      title = {Special issue on unconventional cluster architectures and applications},
      journal = {Clust. Comput.},
      volume = {17},
      number = {2},
      pages = {291},
      year = {2014},
      url = {https://doi.org/10.1007/s10586-013-0291-6},
      doi = {10.1007/S10586-013-0291-6},
      timestamp = {Tue, 29 Sep 2020 01:00:00 +0200},
    }
    
  2. Lena Oden, Benjamin Klenk and Holger Fröning
    Energy-Efficient Collective Reduce and Allreduce Operations on Distributed GPUs
    14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2014, Chicago, IL, USA, May 26-29, 2014, 483–492, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/ccgrid/OdenKF14,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      title = {Energy-Efficient Collective Reduce and Allreduce Operations on Distributed
                        GPUs},
      booktitle = {14th {IEEE/ACM} International Symposium on Cluster, Cloud and Grid
                        Computing, CCGrid 2014, Chicago, IL, USA, May 26-29, 2014},
      pages = {483--492},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/CCGrid.2014.21},
      doi = {10.1109/CCGRID.2014.21},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  3. Benjamin Klenk, Lena Oden and Holger Fröning
    Analyzing Put/Get APIs for Thread-Collaborative Processors
    43rd International Conference on Parallel Processing Workshops, ICPPW 2014, Minneapolis, MN, USA, September 9-12, 2014, 411–418, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/icppw/KlenkOF14,
      author = {Klenk, Benjamin and Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {Analyzing Put/Get APIs for Thread-Collaborative Processors},
      booktitle = {43rd International Conference on Parallel Processing Workshops, {ICPPW}
                        2014, Minneapolis, MN, USA, September 9-12, 2014},
      pages = {411--418},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/ICPPW.2014.61},
      doi = {10.1109/ICPPW.2014.61},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Lena Oden, Holger Fröning and Franz-Josef Pfreundt
    Infiniband-Verbs on GPU: A Case Study of Controlling an Infiniband Network Device from the GPU
    2014 IEEE International Parallel & Distributed Processing Symposium Workshops, Phoenix, AZ, USA, May 19-23, 2014, 976–983, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/ipps/OdenFP14,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger and Pfreundt, Franz{-}Josef},
      title = {Infiniband-Verbs on {GPU:} {A} Case Study of Controlling an Infiniband
                        Network Device from the {GPU}},
      booktitle = {2014 {IEEE} International Parallel {\&} Distributed Processing Symposium
                        Workshops, Phoenix, AZ, USA, May 19-23, 2014},
      pages = {976--983},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/IPDPSW.2014.111},
      doi = {10.1109/IPDPSW.2014.111},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Lena Oden, Benjamin Klenk and Holger Fröning
    Energy-efficient stencil computations on distributed GPUs using dynamic parallelism and GPU-controlled communication
    2nd International Workshop on Energy Efficient Supercomputing, E2SC ’14, New Orleans, Louisiana, USA, November 16-21, 2014, 31–40, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/sc/OdenKF14,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      editor = {Cameron, Kirk W. and Hoisie, Adolfy and Kerbyson, Darren J. and Lowenthal, David K. and Nikolopoulos, Dimitrios S. and Yalamanchili, Sudha and Marquez, Andres},
      title = {Energy-efficient stencil computations on distributed GPUs using dynamic
                        parallelism and GPU-controlled communication},
      booktitle = {2nd International Workshop on Energy Efficient
                        Supercomputing, {E2SC} '14, New Orleans, Louisiana, USA, November
                        16-21, 2014},
      pages = {31--40},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/E2SC.2014.14},
      doi = {10.1109/E2SC.2014.14},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2013

  1. Holger Fröning, Mondrian Nüssle, Heiner Litz, Christian Leber and Ulrich Brüning
    On Achieving High Message Rates
    13th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing, CCGrid 2013, Delft, Netherlands, May 13-16, 2013, 498–505, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/ccgrid/FroningNLLB13,
      author = {Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Litz, Heiner and Leber, Christian and Br{\"{u}}ning, Ulrich},
      title = {On Achieving High Message Rates},
      booktitle = {13th {IEEE/ACM} International Symposium on Cluster, Cloud, and Grid
                        Computing, CCGrid 2013, Delft, Netherlands, May 13-16, 2013},
      pages = {498--505},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CCGrid.2013.43},
      doi = {10.1109/CCGRID.2013.43},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  2. Lena Oden and Holger Fröning
    GGAS: Global GPU address spaces for efficient communication in heterogeneous clusters
    2013 IEEE International Conference on Cluster Computing, CLUSTER 2013, Indianapolis, IN, USA, September 23-27, 2013, 1–8, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/cluster/OdenF13,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {{GGAS:} Global {GPU} address spaces for efficient communication in
                        heterogeneous clusters},
      booktitle = {2013 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2013, Indianapolis, IN, USA, September 23-27, 2013},
      pages = {1--8},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CLUSTER.2013.6702638},
      doi = {10.1109/CLUSTER.2013.6702638},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  3. Jeffrey S. Young, Se Hoon Shon, Sudhakar Yalamanchili, Alex Merritt, Karsten Schwan and Holger Fröning
    Oncilla: A GAS runtime for efficient resource allocation and data movement in accelerated clusters
    2013 IEEE International Conference on Cluster Computing, CLUSTER 2013, Indianapolis, IN, USA, September 23-27, 2013, 1–8, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/cluster/YoungSYMSF13,
      author = {Young, Jeffrey S. and Shon, Se Hoon and Yalamanchili, Sudhakar and Merritt, Alex and Schwan, Karsten and Fr{\"{o}}ning, Holger},
      title = {Oncilla: {A} {GAS} runtime for efficient resource allocation and data
                        movement in accelerated clusters},
      booktitle = {2013 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2013, Indianapolis, IN, USA, September 23-27, 2013},
      pages = {1--8},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CLUSTER.2013.6702679},
      doi = {10.1109/CLUSTER.2013.6702679},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  4. Holger Fröning
    Data Movement Options in Accelerated Clusters
    Euro-Par 2013: Parallel Processing Workshops - BigDataCloud, DIHC, FedICI, HeteroPar, HiBB, LSDVE, MHPC, OMHI, PADABS, PROPER, Resilience, ROME, and UCHPC 2013, Aachen, Germany, August 26-27, 2013. Revised Selected Papers (Lecture Notes in Computer Science), 8374, 418–422, Springer, 2013
    @inproceedings{DBLP:conf/europar/Froning13,
      author = {Fr{\"{o}}ning, Holger},
      editor = {an Mey, Dieter and Alexander, Michael and Bientinesi, Paolo and Cannataro, Mario and Clauss, Carsten and Costan, Alexandru and Kecskemeti, Gabor and Morin, Christine and Ricci, Laura and Sahuquillo, Julio and Schulz, Martin and Scarano, Vittorio and Scott, Stephen L. and Weidendorfer, Josef},
      title = {Data Movement Options in Accelerated Clusters},
      booktitle = {Euro-Par 2013: Parallel Processing Workshops - BigDataCloud, DIHC,
                        FedICI, HeteroPar, HiBB, LSDVE, MHPC, OMHI, PADABS, PROPER, Resilience,
                        ROME, and {UCHPC} 2013, Aachen, Germany, August 26-27, 2013. Revised
                        Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {8374},
      pages = {418--422},
      publisher = {Springer},
      year = {2013},
      url = {https://doi.org/10.1007/978-3-642-54420-0\_41},
      doi = {10.1007/978-3-642-54420-0\_41},
      timestamp = {Wed, 19 Feb 2020 14:52:57 +0100},
    }
    

2012

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    A new degree of freedom for memory allocation in clusters
    Clust. Comput., 15(2), 101–123, 2012
    @article{DBLP:journals/cluster/MontanerSFD12,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      title = {A new degree of freedom for memory allocation in clusters},
      journal = {Clust. Comput.},
      volume = {15},
      number = {2},
      pages = {101--123},
      year = {2012},
      url = {https://doi.org/10.1007/s10586-010-0150-7},
      doi = {10.1007/S10586-010-0150-7},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Javier Prades, Federico Silla, José Duato, Holger Fröning and Mondrian Nüssle
    A New End-to-End Flow-Control Mechanism for High Performance Computing Clusters
    2012 IEEE International Conference on Cluster Computing, CLUSTER 2012, Beijing, China, September 24-28, 2012, 320–328, IEEE Computer Society, 2012
    @inproceedings{DBLP:conf/cluster/PradesSDFN12,
      author = {Prades, Javier and Silla, Federico and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian},
      title = {A New End-to-End Flow-Control Mechanism for High Performance Computing
                        Clusters},
      booktitle = {2012 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2012, Beijing, China, September 24-28, 2012},
      pages = {320--328},
      publisher = {{IEEE} Computer Society},
      year = {2012},
      url = {https://doi.org/10.1109/CLUSTER.2012.15},
      doi = {10.1109/CLUSTER.2012.15},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    

2011

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    MEMSCALE: in-cluster-memory databases
    20th ACM Conference on Information and Knowledge Management, CIKM 2011, Glasgow, United Kingdom, October 24-28, 2011, 2569–2572, ACM, 2011
    @inproceedings{DBLP:conf/cikm/MontanerSFD11,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Macdonald, Craig and Ounis, Iadh and Ruthven, Ian},
      title = {{MEMSCALE:} in-cluster-memory databases},
      booktitle = {20th {ACM} Conference on Information and Knowledge
                        Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
      pages = {2569--2572},
      publisher = {{ACM}},
      year = {2011},
      url = {https://doi.org/10.1145/2063576.2064022},
      doi = {10.1145/2063576.2064022},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Holger Fröning, Alexander Giese, Héctor Montaner, Federico Silla and José Duato
    Highly scalable barriers for future high-performance computing clusters
    18th International Conference on High Performance Computing, HiPC 2011, Bengaluru, India, December 18-21, 2011, 1–10, IEEE Computer Society, 2011
    @inproceedings{DBLP:conf/hipc/FroningGMSD11,
      author = {Fr{\"{o}}ning, Holger and Giese, Alexander and Montaner, H{\'{e}}ctor and Silla, Federico and Duato, Jos{\'{e}}},
      title = {Highly scalable barriers for future high-performance computing clusters},
      booktitle = {18th International Conference on High Performance Computing, HiPC
                        2011, Bengaluru, India, December 18-21, 2011},
      pages = {1--10},
      publisher = {{IEEE} Computer Society},
      year = {2011},
      url = {https://doi.org/10.1109/HiPC.2011.6152729},
      doi = {10.1109/HIPC.2011.6152729},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  3. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    Unleash Your Memory-Constrained Applications: A 32-Node Non-coherent Distributed-Memory Prototype Cluster
    13th IEEE International Conference on High Performance Computing & Communication, HPCC 2011, Banff, Alberta, Canada, September 2-4, 2011, 9–16, IEEE, 2011
    @inproceedings{DBLP:conf/hpcc/MontanerSFD11,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Thulasiraman, Parimala and Yang, Laurence Tianruo and Pan, Qiwen and Liu, Xingang and Chen, Yaw{-}Chung and Huang, Yo{-}Ping and Chang, Lin{-}Huang and Hung, Che{-}Lun and Lee, Che{-}Rung and Shi, Justin Y. and Zhang, Ying},
      title = {Unleash Your Memory-Constrained Applications: {A} 32-Node Non-coherent
                        Distributed-Memory Prototype Cluster},
      booktitle = {13th {IEEE} International Conference on High Performance Computing
                        {\&} Communication, {HPCC} 2011, Banff, Alberta, Canada, September
                        2-4, 2011},
      pages = {9--16},
      publisher = {{IEEE}},
      year = {2011},
      url = {https://doi.org/10.1109/HPCC.2011.12},
      doi = {10.1109/HPCC.2011.12},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  4. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    MEMSCALE\(^\mboxTM\): A Scalable Environment for Databases
    13th IEEE International Conference on High Performance Computing & Communication, HPCC 2011, Banff, Alberta, Canada, September 2-4, 2011, 339–346, IEEE, 2011
    @inproceedings{DBLP:conf/hpcc/MontanerSFD11a,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Thulasiraman, Parimala and Yang, Laurence Tianruo and Pan, Qiwen and Liu, Xingang and Chen, Yaw{-}Chung and Huang, Yo{-}Ping and Chang, Lin{-}Huang and Hung, Che{-}Lun and Lee, Che{-}Rung and Shi, Justin Y. and Zhang, Ying},
      title = {MEMSCALE\({}^{\mbox{TM}}\): {A} Scalable Environment for Databases},
      booktitle = {13th {IEEE} International Conference on High Performance Computing
                        {\&} Communication, {HPCC} 2011, Banff, Alberta, Canada, September
                        2-4, 2011},
      pages = {339--346},
      publisher = {{IEEE}},
      year = {2011},
      url = {https://doi.org/10.1109/HPCC.2011.51},
      doi = {10.1109/HPCC.2011.51},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Holger Fröning
    Network Interfaces
    Encyclopedia of Parallel Computing, 1292–1298, Springer, 2011
    @incollection{DBLP:reference/parallel/Froning11,
      author = {Fr{\"{o}}ning, Holger},
      editor = {Padua, David A.},
      title = {Network Interfaces},
      booktitle = {Encyclopedia of Parallel Computing},
      pages = {1292--1298},
      publisher = {Springer},
      year = {2011},
      url = {https://doi.org/10.1007/978-0-387-09766-4\_319},
      doi = {10.1007/978-0-387-09766-4\_319},
      timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
    }
    

2010

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    Getting Rid of Coherency Overhead for Memory-Hungry Applications
    IEEE International Conference on Cluster Computing, Heraklion, Crete, Greece, 20-24 September, 2010, 48–57, IEEE Computer Society, 2010
    @inproceedings{DBLP:conf/cluster/MontanerSFD10,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      title = {Getting Rid of Coherency Overhead for Memory-Hungry Applications},
      booktitle = {{IEEE} International Conference on Cluster
                        Computing, Heraklion, Crete, Greece, 20-24 September, 2010},
      pages = {48--57},
      publisher = {{IEEE} Computer Society},
      year = {2010},
      url = {https://doi.org/10.1109/CLUSTER.2010.14},
      doi = {10.1109/CLUSTER.2010.14},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  2. Holger Fröning and Heiner Litz
    Efficient hardware support for the Partitioned Global Address Space
    24th IEEE International Symposium on Parallel and Distributed Processing, IPDPS 2010, Atlanta, Georgia, USA, 19-23 April 2010 - Workshop Proceedings, 1–6, IEEE, 2010
    @inproceedings{DBLP:conf/ipps/FroningL10,
      author = {Fr{\"{o}}ning, Holger and Litz, Heiner},
      title = {Efficient hardware support for the Partitioned Global Address Space},
      booktitle = {24th {IEEE} International Symposium on Parallel and Distributed Processing,
                        {IPDPS} 2010, Atlanta, Georgia, USA, 19-23 April 2010 - Workshop Proceedings},
      pages = {1--6},
      publisher = {{IEEE}},
      year = {2010},
      url = {https://doi.org/10.1109/IPDPSW.2010.5470851},
      doi = {10.1109/IPDPSW.2010.5470851},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2009

  1. Heiner Litz, Holger Fröning and Ulrich Brüning
    A HyperTransport 3 Physical Layer Interface for FPGAs
    Reconfigurable Computing: Architectures, Tools and Applications, 5th International Workshop, ARC 2009, Karlsruhe, Germany, March 16-18, 2009. Proceedings (Lecture Notes in Computer Science), 5453, 4–14, Springer, 2009
    @inproceedings{DBLP:conf/arc/LitzFB09,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Becker, J{\"{u}}rgen and Woods, Roger F. and Athanas, Peter M. and Morgan, Fearghal},
      title = {A HyperTransport 3 Physical Layer Interface for FPGAs},
      booktitle = {Reconfigurable Computing: Architectures, Tools and Applications, 5th
                        International Workshop, {ARC} 2009, Karlsruhe, Germany, March 16-18,
                        2009. Proceedings},
      series = {Lecture Notes in Computer Science},
      volume = {5453},
      pages = {4--14},
      publisher = {Springer},
      year = {2009},
      url = {https://doi.org/10.1007/978-3-642-00641-8\_4},
      doi = {10.1007/978-3-642-00641-8\_4},
      timestamp = {Fri, 19 Jul 2019 13:02:47 +0200},
    }
    
  2. Heiner Litz, Holger Fröning, Maximilian Thürmer and Ulrich Brüning
    An FPGA based verification platform for HyperTransport 3.x
    19th International Conference on Field Programmable Logic and Applications, FPL 2009, August 31 - September 2, 2009, Prague, Czech Republic, 631–634, IEEE, 2009
    @inproceedings{DBLP:conf/fpl/LitzFTB09,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and Th{\"{u}}rmer, Maximilian and Br{\"{u}}ning, Ulrich},
      editor = {Danek, Martin and Kadlec, Jiri and Nelson, Brent E.},
      title = {An {FPGA} based verification platform for HyperTransport 3.x},
      booktitle = {19th International Conference on Field Programmable Logic and Applications,
                        {FPL} 2009, August 31 - September 2, 2009, Prague, Czech Republic},
      pages = {631--634},
      publisher = {{IEEE}},
      year = {2009},
      url = {https://doi.org/10.1109/FPL.2009.5272393},
      doi = {10.1109/FPL.2009.5272393},
      timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
    }
    
  3. Holger Fröning, Heiner Litz and Ulrich Brüning
    Efficient Virtualization of High-Performance Network Interfaces
    The Eighth International Conference on Networks, ICN 2009, 1-6 March 2009, Gosier, Guadeloupe, France, 434–439, IEEE Computer Society, 2009
    @inproceedings{DBLP:conf/icn/FroningLB09,
      author = {Fr{\"{o}}ning, Holger and Litz, Heiner and Br{\"{u}}ning, Ulrich},
      editor = {Bestak, Robert and George, Laurent and Zaborovsky, Vladimir S. and Dini, Cosmin},
      title = {Efficient Virtualization of High-Performance Network Interfaces},
      booktitle = {The Eighth International Conference on Networks, {ICN} 2009, 1-6 March
                        2009, Gosier, Guadeloupe, France},
      pages = {434--439},
      publisher = {{IEEE} Computer Society},
      year = {2009},
      url = {https://doi.org/10.1109/ICN.2009.23},
      doi = {10.1109/ICN.2009.23},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Mondrian Nüssle, Benjamin Geib, Holger Fröning and Ulrich Brüning
    An FPGA-Based Custom High Performance Interconnection Network
    ReConFig’09: 2009 International Conference on Reconfigurable Computing and FPGAs, Cancun, Quintana Roo, Mexico, 9-11 December 2009, Proceedings, 113–118, IEEE Computer Society, 2009
    @inproceedings{DBLP:conf/reconfig/NussleGFB09,
      author = {N{\"{u}}ssle, Mondrian and Geib, Benjamin and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Prasanna, Viktor K. and Torres, Lionel and Cumplido, Ren{\'{e}}},
      title = {An FPGA-Based Custom High Performance Interconnection Network},
      booktitle = {ReConFig'09: 2009 International Conference on Reconfigurable Computing
                        and FPGAs, Cancun, Quintana Roo, Mexico, 9-11 December 2009, Proceedings},
      pages = {113--118},
      publisher = {{IEEE} Computer Society},
      year = {2009},
      url = {https://doi.org/10.1109/ReConFig.2009.23},
      doi = {10.1109/RECONFIG.2009.23},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    

2008

  1. Heiner Litz, Holger Fröning, Mondrian Nüssle and Ulrich Brüning
    VELO: A Novel Communication Engine for Ultra-Low Latency Message Transfers
    2008 International Conference on Parallel Processing, ICPP 2008, September 8-12, 2008, Portland, Oregon, USA, 238–245, IEEE Computer Society, 2008
    @inproceedings{DBLP:conf/icpp/LitzFNB08,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Br{\"{u}}ning, Ulrich},
      title = {{VELO:} {A} Novel Communication Engine for Ultra-Low Latency Message
                        Transfers},
      booktitle = {2008 International Conference on Parallel Processing, {ICPP} 2008,
                        September 8-12, 2008, Portland, Oregon, {USA}},
      pages = {238--245},
      publisher = {{IEEE} Computer Society},
      year = {2008},
      url = {https://doi.org/10.1109/ICPP.2008.85},
      doi = {10.1109/ICPP.2008.85},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2007

  1. Holger Fröning
    Architectural improvements of interconnection network interfaces
    , 2007
    @phdthesis{DBLP:phd/de/Froning2007,
      author = {Fr{\"{o}}ning, Holger},
      title = {Architectural improvements of interconnection network interfaces},
      school = {University of Mannheim, Germany},
      year = {2007},
      url = {https://nbn-resolving.org/urn:nbn:de:bsz:180-madoc-14307},
      urn = {urn:nbn:de:bsz:180-madoc-14307},
      timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
    }
    

2005

  1. Holger Fröning, Mondrian Nüssle, David Slogsnat, Patrick R. Haspel and Ulrich Brüning
    Performance Evaluation of the ATOLL Interconnect
    IASTED International Conference on Parallel and Distributed Computing and Networks, part of the 23rd Multi-Conference on Applied Informatics, Innsbruck, Austria, February 15-17, 2005, 129–134, IASTED/ACTA Press, 2005
    @inproceedings{DBLP:conf/pdcn/FroningNSHB05,
      author = {Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Slogsnat, David and Haspel, Patrick R. and Br{\"{u}}ning, Ulrich},
      editor = {Fahringer, Thomas and Hamza, M. H.},
      title = {Performance Evaluation of the {ATOLL} Interconnect},
      booktitle = {{IASTED} International Conference on Parallel and
                        Distributed Computing and Networks, part of the 23rd Multi-Conference
                        on Applied Informatics, Innsbruck, Austria, February 15-17, 2005},
      pages = {129--134},
      publisher = {{IASTED/ACTA} Press},
      year = {2005},
      timestamp = {Sat, 04 Aug 2018 01:00:00 +0200},
    }
    
  2. Mondrian Nüssle, Holger Fröning and Ulrich Brüning
    Swordfish: A Simulator for High-Performance Networks
    International Conference on Parallel and Distributed Computing Systems, PDCS 2005, November 14-16, 2005, Phoenix, AZ, USA, 530–535, IASTED/ACTA Press, 2005
    @inproceedings{DBLP:conf/pdcs/NussleFB05,
      author = {N{\"{u}}ssle, Mondrian and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Zheng, S. Q.},
      title = {Swordfish: {A} Simulator for High-Performance Networks},
      booktitle = {International Conference on Parallel and Distributed Computing Systems,
                        {PDCS} 2005, November 14-16, 2005, Phoenix, AZ, {USA}},
      pages = {530--535},
      publisher = {{IASTED/ACTA} Press},
      year = {2005},
      timestamp = {Wed, 09 Nov 2022 13:58:44 +0100},
    }
    

2002

  1. Ulrich Brüning, Holger Fröning, Patrick R. Schulz and Lars Rzymianowicz
    ATOLL: Performance and Cost Optimization of a SAN Interconnect
    International Conference on Parallel and Distributed Computing Systems, PDCS 2002, November 4-6, 2002, Cambridge, USA, 496–501, IASTED/ACTA Press, 2002
    @inproceedings{DBLP:conf/pdcs/BruningFSR02,
      author = {Br{\"{u}}ning, Ulrich and Fr{\"{o}}ning, Holger and Schulz, Patrick R. and Rzymianowicz, Lars},
      editor = {Akl, Selim G. and Gonzalez, Teofilo F.},
      title = {{ATOLL:} Performance and Cost Optimization of a {SAN} Interconnect},
      booktitle = {International Conference on Parallel and Distributed Computing Systems,
                        {PDCS} 2002, November 4-6, 2002, Cambridge, {USA}},
      pages = {496--501},
      publisher = {{IASTED/ACTA} Press},
      year = {2002},
      timestamp = {Sat, 04 Aug 2018 01:00:00 +0200},
    }
    

2024

  1. Daniel Barley and Holger Fröning
    Less Memory Means smaller GPUs: Backpropagation with Compressed Activations
    CoRR, abs/2409.11902, 2024
    @article{barley2024,
      author = {Barley, Daniel and Fr{{\"o}}ning, Holger},
      title = {Less Memory Means smaller GPUs: Backpropagation with Compressed Activations},
      year = {2024},
      volume = {abs/2409.11902},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2409.11902},
    }
    
  2. Wolfgang Roth, Günther Schindler, Bernhard Klein, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf and Zoubin Ghahramani
    Resource-Efficient Neural Networks for Embedded Systems
    Journal of Machine Learning Research, 25(50), 1–51, 2024
    @article{JMLR:v25:18-566,
      author = {Roth, Wolfgang and Schindler, G{{\"u}}nther and Klein, Bernhard and Peharz, Robert and Tschiatschek, Sebastian and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Ghahramani, Zoubin},
      title = {Resource-Efficient Neural Networks for Embedded Systems},
      journal = {Journal of Machine Learning Research},
      year = {2024},
      volume = {25},
      number = {50},
      pages = {1--51},
      url = {http://jmlr.org/papers/v25/18-566.html},
    }
    
  3. Hendrik Borras, Bernhard Klein and Holger Fröning
    Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics
    European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2024
    @inproceedings{borras2024,
      title = {Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics},
      author = {Borras, Hendrik and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
      year = {2024},
      series = {ECML-PKDD},
      url = {https://doi.org/10.1007/978-3-031-70359-1_3},
    }
    
  4. Sophie Steger, Christian Knoll, Bernhard Klein, Holger Fröning and Franz Pernkopf
    Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
    ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling, 2024
    @inproceedings{steger2024function,
      title = {Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles},
      author = {Steger, Sophie and Knoll, Christian and Klein, Bernhard and Fr{\"o}ning, Holger and Pernkopf, Franz},
      booktitle = {ICML 2024 Workshop on Structured Probabilistic Inference {\&} Generative Modeling},
      year = {2024},
      url = {https://openreview.net/forum?id=FbMN9HjgHI},
    }
    
  5. Frank Brückerhoff-Plückelmann, Hendrik Borras, Bernhard Klein, Akhil Varri, Marlon Becker, Jelle Dijkstra, Martin Brückerhoff, C. David Wright, Martin Salinga, Harish Bhaskaran, Benjamin Risse, Holger Fröning and Wolfram Pernice
    Probabilistic Photonic Computing with Chaotic Light
    CoRR, abs/2401.17915, 2024
    @article{brckerhoffplckelmann2024probabilistic,
      title = {Probabilistic Photonic Computing with Chaotic Light},
      author = {Brückerhoff-Plückelmann, Frank and Borras, Hendrik and Klein, Bernhard and Varri, Akhil and Becker, Marlon and Dijkstra, Jelle and Brückerhoff, Martin and Wright, C. David and Salinga, Martin and Bhaskaran, Harish and Risse, Benjamin and Fr{\"o}ning, Holger and Pernice, Wolfram},
      year = {2024},
      volume = {abs/2401.17915},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2401.17915},
    }
    
  6. Franz Kevin Stehle, Wainer Vandelli, Felix Zahn, Giuseppe Avolio and Holger Fröning
    DeepHYDRA: A Hybrid Deep Learning and DBSCAN-Based Approach to Time-Series Anomaly Detection in Dynamically-Configured Systems
    38th ACM International Conference on Supercomputing (ICS), 272–285, Association for Computing Machinery, 2024
    @inproceedings{10.1145/3650200.3656637,
      author = {Stehle, Franz Kevin and Vandelli, Wainer and Zahn, Felix and Avolio, Giuseppe and Fr\"{o}ning, Holger},
      title = {DeepHYDRA: A Hybrid Deep Learning and DBSCAN-Based Approach to Time-Series Anomaly Detection in Dynamically-Configured Systems},
      year = {2024},
      isbn = {9798400706103},
      publisher = {Association for Computing Machinery},
      address = {New York, NY, USA},
      doi = {10.1145/3650200.3656637},
      booktitle = {38th ACM International Conference on Supercomputing},
      pages = {272–285},
      numpages = {14},
      location = {Kyoto, Japan},
      series = {ICS},
    }
    
  7. Jonas Dann, Daniel Ritter and Holger Fröning
    GraphScale: Scalable Processing on FPGAs for HBM and Large Graphs
    ACM Trans. Reconfigurable Technol. Syst., 17(2), Association for Computing Machinery, 2024
    @article{10.1145/3616497,
      author = {Dann, Jonas and Ritter, Daniel and Fr\"{o}ning, Holger},
      title = {GraphScale: Scalable Processing on FPGAs for HBM and Large Graphs},
      year = {2024},
      issue_date = {June 2024},
      publisher = {Association for Computing Machinery},
      address = {New York, NY, USA},
      volume = {17},
      number = {2},
      issn = {1936-7406},
      url = {https://doi.org/10.1145/3616497},
      doi = {10.1145/3616497},
      journal = {ACM Trans. Reconfigurable Technol. Syst.},
      month = mar,
      articleno = {22},
      numpages = {23},
      keywords = {FPGA, Graph processing, HBM},
    }
    
  8. Sichen Qin, Guiquan Zhang, Jia-Wei Zhang, Yu Zhao, Chen Song, Yannick Emonds and Holger Fröning
    Random telegraph noise characteristic of nonvolatile resistive random access memories based on optical interference principle
    Japanese Journal of Applied Physics, 63(3), 031003, IOP Publishing, 2024
    @article{Qin_2024,
      doi = {10.35848/1347-4065/ad26d1},
      url = {https://dx.doi.org/10.35848/1347-4065/ad26d1},
      year = {2024},
      month = mar,
      publisher = {IOP Publishing},
      volume = {63},
      number = {3},
      pages = {031003},
      author = {Qin, Sichen and Zhang, Guiquan and Zhang, Jia-Wei and Zhao, Yu and Song, Chen and Emonds, Yannick and Fröning, Holger},
      title = {Random telegraph noise characteristic of nonvolatile resistive random access memories based on optical interference principle},
      journal = {Japanese Journal of Applied Physics},
    }
    
  9. Jonas Dann, Tobias Götz, Daniel Ritter, Jana Giceva and Holger Fröning
    GraphMatch: Subgraph Query Processing on FPGAs
    CoRR, abs/2402.17559, 2024
    @article{dann2024graphmatch,
      title = {GraphMatch: Subgraph Query Processing on FPGAs},
      author = {Dann, Jonas and Götz, Tobias and Ritter, Daniel and Giceva, Jana and Fröning, Holger},
      year = {2024},
      volume = {abs/2402.17559},
      journal = {CoRR},
      url = {https://arxiv.org/abs/2402.17559},
      doi = {10.48550/ARXIV.2402.17559},
    }
    
  10. Yannick Emonds, Kai Xi and Holger Fröning
    Implications of Noise in Resistive Memory on Deep Neural Networks for Image Classification
    CoRR, abs/2401.05820, 2024
    @article{DBLP:journals/corr/abs-2401-05820,
      author = {Emonds, Yannick and Xi, Kai and Fröning, Holger},
      title = {Implications of Noise in Resistive Memory on Deep Neural Networks
                        for Image Classification},
      journal = {CoRR},
      volume = {abs/2401.05820},
      year = {2024},
      url = {https://arxiv.org/abs/2401.05820},
      doi = {10.48550/ARXIV.2401.05820},
      eprinttype = {arXiv},
      eprint = {2401.05820},
      timestamp = {Thu, 25 Jan 2024 00:00:00 +0100},
    }
    

2023

  1. Laura Promberger, Rainer Schwemmer and Holger Fröning
    Characterization of data compression across CPU platforms and accelerators
    Concurr. Comput. Pract. Exp., 35(20), 2023
    @article{DBLP:journals/concurrency/PrombergerSF23,
      author = {Promberger, Laura and Schwemmer, Rainer and Fr{\"{o}}ning, Holger},
      title = {Characterization of data compression across {CPU} platforms and accelerators},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {35},
      number = {20},
      year = {2023},
      url = {https://doi.org/10.1002/cpe.6465},
      doi = {10.1002/CPE.6465},
      timestamp = {Thu, 14 Sep 2023 01:00:00 +0200},
    }
    
  2. Jonas Dann, Daniel Ritter and Holger Fröning
    Non-relational Databases on FPGAs: Survey, Design Decisions, Challenges
    ACM Comput. Surv., 55(11), 225:1–225:37, 2023
    @article{DBLP:journals/csur/DannRF23,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {Non-relational Databases on FPGAs: Survey, Design Decisions, Challenges},
      journal = {{ACM} Comput. Surv.},
      volume = {55},
      number = {11},
      pages = {225:1--225:37},
      year = {2023},
      url = {https://doi.org/10.1145/3568990},
      doi = {10.1145/3568990},
      timestamp = {Fri, 02 Jun 2023 01:00:00 +0200},
    }
    
  3. Yannick Emonds, Lorenz Braun and Holger Fröning
    CUDAsap: Statically-Determined Execution Statistics as Alternative to Execution-Based Profiling
    23rd IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 119–130, IEEE, 2023
    @inproceedings{DBLP:conf/ccgrid/EmondsBF23,
      author = {Emonds, Yannick and Braun, Lorenz and Fr{\"{o}}ning, Holger},
      editor = {Simmhan, Yogesh and Altintas, Ilkay and Varbanescu, Ana Lucia and Balaji, Pavan and Prasad, Abhinandan S. and Carnevale, Lorenzo},
      title = {CUDAsap: Statically-Determined Execution Statistics as Alternative to Execution-Based Profiling},
      booktitle = {23rd {IEEE/ACM} International Symposium on Cluster, Cloud and Internet Computing},
      address = {Bangalore, India},
      series = {CCGRID},
      pages = {119--130},
      publisher = {{IEEE}},
      year = {2023},
      url = {https://doi.org/10.1109/CCGrid57682.2023.00021},
      doi = {10.1109/CCGRID57682.2023.00021},
      timestamp = {Fri, 21 Jul 2023 22:25:52 +0200},
    }
    
  4. Joachim Meyer, Aksel Alpay, Sebastian Hack, Holger Fröning and Vincent Heuveline
    Implementation Techniques for SPMD Kernels on CPUs
    International Workshop on OpenCL, IWOCL 2023, Cambridge, United Kingdom, April 18-20, 2023, 1:1–1:12, ACM, 2023
    @inproceedings{DBLP:conf/iwocl/0003AHFH23,
      author = {Meyer, Joachim and Alpay, Aksel and Hack, Sebastian and Fr{\"{o}}ning, Holger and Heuveline, Vincent},
      title = {Implementation Techniques for {SPMD} Kernels on CPUs},
      booktitle = {International Workshop on OpenCL, {IWOCL}
                        2023, Cambridge, United Kingdom, April 18-20, 2023},
      pages = {1:1--1:12},
      publisher = {{ACM}},
      year = {2023},
      url = {https://doi.org/10.1145/3585341.3585342},
      doi = {10.1145/3585341.3585342},
      timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
    }
    
  5. S. Kazem Shekofteh, Christian Alles and Holger Fröning
    Reducing Memory Requirements for the IPU using Butterfly Factorizations
    SC ’23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis, SC-W 2023, Denver, CO, USA, November 12-17, 2023, 1255–1263, ACM, 2023
    @inproceedings{DBLP:conf/sc/ShekoftehAF23,
      author = {Shekofteh, S. Kazem and Alles, Christian and Fr{\"{o}}ning, Holger},
      title = {Reducing Memory Requirements for the {IPU} using Butterfly Factorizations},
      booktitle = {{SC} '23 Workshops of The International Conference
                        on High Performance Computing, Network, Storage, and Analysis, {SC-W}
                        2023, Denver, CO, USA, November 12-17, 2023},
      pages = {1255--1263},
      publisher = {{ACM}},
      year = {2023},
      url = {https://doi.org/10.1145/3624062.3624196},
      doi = {10.1145/3624062.3624196},
      timestamp = {Tue, 28 Nov 2023 00:00:00 +0100},
    }
    
  6. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part I
    Communications in Computer and Information Science, 1752, Springer, 2023
    @proceedings{DBLP:conf/pkdd/2022-w1,
      editor = {Koprinska, Irena and Mignone, Paolo and Guidotti, Riccardo and Jaroszewicz, Szymon and Fr{\"{o}}ning, Holger and Gullo, Francesco and Ferreira, Pedro M. and Roqueiro, Damian and Ceddia, Gaia and Nowaczyk, Slawomir and Gama, Jo{\~{a}}o and Ribeiro, Rita P. and Gavald{\`{a}}, Ricard and Masciari, Elio and Ras, Zbigniew W. and Ritacco, Ettore and Naretto, Francesca and Theissler, Andreas and Biecek, Przemyslaw and Verbeke, Wouter and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Bordino, Ilaria and Danesi, Ivan Luciano and Ponti, Giovanni and Severini, Lorenzo and Appice, Annalisa and Andresini, Giuseppina and Medeiros, Ib{\'{e}}ria and Gra{\c{c}}a, Guilherme and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Miranda, Diego Saldana and Sechidis, Konstantinos and Canakoglu, Arif and Pid{\`{o}}, Sara and Pinoli, Pietro and Bifet, Albert and Pashami, Sepideh},
      title = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2022, Grenoble,
                        France, September 19-23, 2022, Proceedings, Part {I}},
      series = {Communications in Computer and Information Science},
      volume = {1752},
      publisher = {Springer},
      year = {2023},
      url = {https://doi.org/10.1007/978-3-031-23618-1},
      doi = {10.1007/978-3-031-23618-1},
      isbn = {978-3-031-23617-4},
      timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
    }
    
  7. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part II
    Communications in Computer and Information Science, 1753, Springer, 2023
    @proceedings{DBLP:conf/pkdd/2022-w2,
      editor = {Koprinska, Irena and Mignone, Paolo and Guidotti, Riccardo and Jaroszewicz, Szymon and Fr{\"{o}}ning, Holger and Gullo, Francesco and Ferreira, Pedro M. and Roqueiro, Damian and Ceddia, Gaia and Nowaczyk, Slawomir and Gama, Jo{\~{a}}o and Ribeiro, Rita P. and Gavald{\`{a}}, Ricard and Masciari, Elio and Ras, Zbigniew W. and Ritacco, Ettore and Naretto, Francesca and Theissler, Andreas and Biecek, Przemyslaw and Verbeke, Wouter and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Bordino, Ilaria and Danesi, Ivan Luciano and Ponti, Giovanni and Severini, Lorenzo and Appice, Annalisa and Andresini, Giuseppina and Medeiros, Ib{\'{e}}ria and Gra{\c{c}}a, Guilherme and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Miranda, Diego Saldana and Sechidis, Konstantinos and Canakoglu, Arif and Pid{\`{o}}, Sara and Pinoli, Pietro and Bifet, Albert and Pashami, Sepideh},
      title = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2022, Grenoble,
                        France, September 19-23, 2022, Proceedings, Part {II}},
      series = {Communications in Computer and Information Science},
      volume = {1753},
      publisher = {Springer},
      year = {2023},
      url = {https://doi.org/10.1007/978-3-031-23633-4},
      doi = {10.1007/978-3-031-23633-4},
      isbn = {978-3-031-23632-7},
      timestamp = {Fri, 17 Feb 2023 00:00:00 +0100},
    }
    
  8. Lisa Kuhn, Bernhard Klein and Holger Fröning
    On the Non-Associativity of Analog Computations
    CoRR, abs/2309.14292, 2023
    @article{DBLP:journals/corr/abs-2309-14292,
      author = {Kuhn, Lisa and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      title = {On the Non-Associativity of Analog Computations},
      journal = {CoRR},
      volume = {abs/2309.14292},
      year = {2023},
      url = {https://arxiv.org/abs/2309.14292},
      doi = {10.48550/ARXIV.2309.14292},
      eprinttype = {arXiv},
      eprint = {2309.14292},
      timestamp = {Wed, 27 Sep 2023 01:00:00 +0200},
    }
    
  9. S. Kazem Shekofteh, Christian Alles, Nils Kochendörfer and Holger Fröning
    On Performance Analysis of Graphcore IPUs: Analyzing Squared and Skewed Matrix Multiplication
    CoRR, abs/2310.00256, 2023
    @article{DBLP:journals/corr/abs-2310-00256,
      author = {Shekofteh, S. Kazem and Alles, Christian and Kochend{\"{o}}rfer, Nils and Fr{\"{o}}ning, Holger},
      title = {On Performance Analysis of Graphcore IPUs: Analyzing Squared and Skewed
                        Matrix Multiplication},
      journal = {CoRR},
      volume = {abs/2310.00256},
      year = {2023},
      url = {https://arxiv.org/abs/2310.00256},
      doi = {10.48550/ARXIV.2310.00256},
      eprinttype = {arXiv},
      eprint = {2310.00256},
      timestamp = {Wed, 18 Oct 2023 01:00:00 +0200},
    }
    
  10. Daniel Barley and Holger Fröning
    Compressing the Backward Pass of Large-Scale Neural Architectures by Structured Activation Pruning
    CoRR, abs/2311.16883, 2023
    @article{DBLP:journals/corr/abs-2311-16883,
      author = {Barley, Daniel and Fr{\"{o}}ning, Holger},
      title = {Compressing the Backward Pass of Large-Scale Neural Architectures
                        by Structured Activation Pruning},
      journal = {CoRR},
      volume = {abs/2311.16883},
      year = {2023},
      url = {https://arxiv.org/abs/2311.16883},
      doi = {10.48550/ARXIV.2311.16883},
      eprinttype = {arXiv},
      eprint = {2311.16883},
      timestamp = {Mon, 04 Dec 2023 00:00:00 +0100},
    }
    

2022

  1. Alessandro Pappalardo, Yaman Umuroglu, Michaela Blott, Jovan Mitrevski, Benjamin Hawks, Nhan Tran, Vladimir Loncar, Sioni Summers, Hendrik Borras, Jules Muhizi, Matthew Trahms, Shih-Chieh Hsu, Scott Hauck and Javier M. Duarte
    QONNX: Representing Arbitrary-Precision Quantized Neural Networks
    CoRR, abs/2206.07527, 2022
    @article{DBLP:journals/corr/abs-2206-07527,
      author = {Pappalardo, Alessandro and Umuroglu, Yaman and Blott, Michaela and Mitrevski, Jovan and Hawks, Benjamin and Tran, Nhan and Loncar, Vladimir and Summers, Sioni and Borras, Hendrik and Muhizi, Jules and Trahms, Matthew and Hsu, Shih{-}Chieh and Hauck, Scott and Duarte, Javier M.},
      title = {{QONNX:} Representing Arbitrary-Precision Quantized Neural Networks},
      journal = {CoRR},
      volume = {abs/2206.07527},
      year = {2022},
      url = {https://arxiv.org/abs/2206.07527},
      doi = {10.48550/ARXIV.2206.07527},
      eprinttype = {arXiv},
      eprint = {2206.07527},
      timestamp = {Tue, 21 Jun 2022 17:35:15 +0200},
    }
    
  2. Hendrik Borras, Giuseppe Di Guglielmo, Javier M. Duarte, Nicolò Ghielmetti, Benjamin Hawks, Scott Hauck, Shih-Chieh Hsu, Ryan Kastner, Jason Liang, Andres Meza, Jules Muhizi, Tai Nguyen, Rushil Roy, Nhan Tran, Yaman Umuroglu, Olivia Weng, Aidan Yokuda and Michaela Blott
    Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark
    CoRR, abs/2206.11791, 2022
    @article{DBLP:journals/corr/abs-2206-11791,
      author = {Borras, Hendrik and Guglielmo, Giuseppe Di and Duarte, Javier M. and Ghielmetti, Nicol{\`{o}} and Hawks, Benjamin and Hauck, Scott and Hsu, Shih{-}Chieh and Kastner, Ryan and Liang, Jason and Meza, Andres and Muhizi, Jules and Nguyen, Tai and Roy, Rushil and Tran, Nhan and Umuroglu, Yaman and Weng, Olivia and Yokuda, Aidan and Blott, Michaela},
      title = {Open-source {FPGA-ML} codesign for the MLPerf Tiny Benchmark},
      journal = {CoRR},
      volume = {abs/2206.11791},
      year = {2022},
      url = {https://arxiv.org/abs/2206.11791},
      doi = {10.48550/ARXIV.2206.11791},
      eprinttype = {arXiv},
      eprint = {2206.11791},
      timestamp = {Wed, 29 Jun 2022 11:10:54 +0200},
    }
    
  3. Dennis Rieber, Axel Acosta and Holger Fröning
    Joint Program and Layout Transformations to Enable Convolutional Operators on Specialized Hardware Based on Constraint Programming
    ACM Trans. Archit. Code Optim., 19(1), 7:1–7:26, 2022
    @article{DBLP:journals/taco/RieberAF22,
      author = {Rieber, Dennis and Acosta, Axel and Fr{\"{o}}ning, Holger},
      title = {Joint Program and Layout Transformations to Enable Convolutional Operators
                        on Specialized Hardware Based on Constraint Programming},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {19},
      number = {1},
      pages = {7:1--7:26},
      year = {2022},
      url = {https://doi.org/10.1145/3487922},
      doi = {10.1145/3487922},
      timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
    }
    
  4. Jonas Dann, Royden Wagner, Daniel Ritter, Christian Faerber and Holger Fröning
    PipeJSON: Parsing JSON at Line Speed on FPGAs
    International Conference on Management of Data, DaMoN 2022, Philadelphia, PA, USA, 13 June 2022, 3:1–3:7, ACM, 2022
    @inproceedings{DBLP:conf/damon/DannW0FF22,
      author = {Dann, Jonas and Wagner, Royden and Ritter, Daniel and Faerber, Christian and Fr{\"{o}}ning, Holger},
      editor = {Blanas, Spyros and May, Norman},
      title = {PipeJSON: Parsing {JSON} at Line Speed on FPGAs},
      booktitle = {International Conference on Management of Data, DaMoN 2022, Philadelphia,
                        PA, USA, 13 June 2022},
      pages = {3:1--3:7},
      publisher = {{ACM}},
      year = {2022},
      url = {https://doi.org/10.1145/3533737.3535094},
      doi = {10.1145/3533737.3535094},
      timestamp = {Wed, 15 Jun 2022 13:47:16 +0200},
    }
    
  5. Jonas Dann, Daniel Ritter and Holger Fröning
    GraphScale: Scalable Bandwidth-Efficient Graph Processing on FPGAs
    32nd International Conference on Field-Programmable Logic and Applications, FPL 2022, Belfast, United Kingdom, August 29 - Sept. 2, 2022, 24–32, IEEE, 2022
    @inproceedings{DBLP:conf/fpl/Dann0F22,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {GraphScale: Scalable Bandwidth-Efficient Graph Processing on FPGAs},
      booktitle = {32nd International Conference on Field-Programmable Logic and Applications,
                        {FPL} 2022, Belfast, United Kingdom, August 29 - Sept. 2, 2022},
      pages = {24--32},
      publisher = {{IEEE}},
      year = {2022},
      url = {https://doi.org/10.1109/FPL57034.2022.00016},
      doi = {10.1109/FPL57034.2022.00016},
      timestamp = {Mon, 20 Feb 2023 17:38:16 +0100},
    }
    
  6. Joachim Meyer, Aksel Alpay, Holger Fröning and Vincent Heuveline
    Compiler-aided nd-range parallel-for implementations on CPU in hipSYCL
    IWOCL’22: International Workshop on OpenCL, Bristol, United Kingdom, May 10 - 12, 2022, 28:1–28:3, ACM, 2022
    @inproceedings{DBLP:conf/iwocl/0003AFH22,
      author = {Meyer, Joachim and Alpay, Aksel and Fr{\"{o}}ning, Holger and Heuveline, Vincent},
      title = {Compiler-aided nd-range parallel-for implementations on {CPU} in hipSYCL},
      booktitle = {IWOCL'22: International Workshop on OpenCL, Bristol, United Kingdom,
                        May 10 - 12, 2022},
      pages = {28:1--28:3},
      publisher = {{ACM}},
      year = {2022},
      url = {https://doi.org/10.1145/3529538.3530216},
      doi = {10.1145/3529538.3530216},
      timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
    }
    
  7. Dennis Rieber, Moritz Reiber, Oliver Bringmann and Holger Fröning
    HW-Aware Initialization of DNN Auto-Tuning to Improve Exploration Time and Robustness
    CoRR, abs/2205.15568, 2022
    @article{DBLP:journals/corr/abs-2205-15568,
      author = {Rieber, Dennis and Reiber, Moritz and Bringmann, Oliver and Fr{\"{o}}ning, Holger},
      title = {HW-Aware Initialization of {DNN} Auto-Tuning to Improve Exploration
                        Time and Robustness},
      journal = {CoRR},
      volume = {abs/2205.15568},
      year = {2022},
      url = {https://arxiv.org/abs/2205.15568},
      doi = {10.48550/ARXIV.2205.15568},
      eprinttype = {arXiv},
      eprint = {2205.15568},
      timestamp = {Wed, 01 Jun 2022 01:00:00 +0200},
    }
    
  8. Torben Krieger, Bernhard Klein and Holger Fröning
    Towards Hardware-Specific Automatic Compression of Neural Networks
    CoRR, abs/2212.07818, 2022
    @article{DBLP:journals/corr/abs-2212-07818,
      author = {Krieger, Torben and Klein, Bernhard and Fr{\"{o}}ning, Holger},
      title = {Towards Hardware-Specific Automatic Compression of Neural Networks},
      journal = {CoRR},
      volume = {abs/2212.07818},
      year = {2022},
      url = {https://arxiv.org/abs/2212.07818},
      doi = {10.48550/ARXIV.2212.07818},
      eprinttype = {arXiv},
      eprint = {2212.07818},
      timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
    }
    

2021

  1. Lorenz Braun, Sotirios Nikas, Chen Song, Vincent Heuveline and Holger Fröning
    A Simple Model for Portable and Fast Prediction of Execution Time and Power Consumption of GPU Kernels
    ACM Trans. Archit. Code Optim., 18(1), 7:1–7:25, 2021
    @article{DBLP:journals/taco/BraunNSHF21,
      author = {Braun, Lorenz and Nikas, Sotirios and Song, Chen and Heuveline, Vincent and Fr{\"{o}}ning, Holger},
      title = {A Simple Model for Portable and Fast Prediction of Execution Time
                        and Power Consumption of {GPU} Kernels},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {18},
      number = {1},
      pages = {7:1--7:25},
      year = {2021},
      url = {https://doi.org/10.1145/3431731},
      doi = {10.1145/3431731},
      timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
    }
    
  2. Jonas Dann, Daniel Ritter and Holger Fröning
    Exploring Memory Access Patterns for Graph Processing Accelerators
    Datenbanksysteme für Business, Technologie und Web (BTW 2021), 19. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme" (DBIS), 13.-17. September 2021, Dresden, Germany, Proceedings (LNI), P-311, 101–122, Gesellschaft für Informatik, Bonn, 2021
    @inproceedings{DBLP:conf/btw/Dann0F21,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      editor = {Sattler, Kai{-}Uwe and Herschel, Melanie and Lehner, Wolfgang},
      title = {Exploring Memory Access Patterns for Graph Processing Accelerators},
      booktitle = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web {(BTW} 2021),
                        19. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme"
                        (DBIS), 13.-17. September 2021, Dresden, Germany, Proceedings},
      series = {{LNI}},
      volume = {{P-311}},
      pages = {101--122},
      publisher = {Gesellschaft f{\"{u}}r Informatik, Bonn},
      year = {2021},
      url = {https://doi.org/10.18420/btw2021-05},
      doi = {10.18420/BTW2021-05},
      timestamp = {Tue, 04 Jul 2023 17:43:09 +0200},
    }
    
  3. Bernhard Klein, Lisa Kuhn, Johannes Weis, Arne Emmel, Yannik Stradmann, Johannes Schemmel and Holger Fröning
    Towards Addressing Noise and Static Variations of Analog Computations Using Efficient Retraining
    Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Proceedings Part I (Communications in Computer and Information Science), 1524, 409–420, Springer, 2021
    @inproceedings{DBLP:conf/pkdd/KleinKWESSF21,
      author = {Klein, Bernhard and Kuhn, Lisa and Weis, Johannes and Emmel, Arne and Stradmann, Yannik and Schemmel, Johannes and Fr{\"{o}}ning, Holger},
      editor = {Kamp, Michael and Koprinska, Irena and Bibal, Adrien and Bouadi, Tassadit and Fr{\'{e}}nay, Beno{\^{\i}}t and Gal{\'{a}}rraga, Luis and Oramas, Jos{\'{e}} and Adilova, Linara and Krishnamurthy, Yamuna and Kang, Bo and Largeron, Christine and Lijffijt, Jefrey and Viard, Tiphaine and Welke, Pascal and Ruocco, Massimiliano and Aune, Erlend and Gallicchio, Claudio and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Fr{\"{o}}ning, Holger and Schindler, G{\"{u}}nther and Guidotti, Riccardo and Monreale, Anna and Rinzivillo, Salvatore and Biecek, Przemyslaw and Ntoutsi, Eirini and Pechenizkiy, Mykola and Rosenhahn, Bodo and Buckley, Christopher L. and Cialfi, Daniela and Lanillos, Pablo and Ramstead, Maxwell and Verbelen, Tim and Ferreira, Pedro M. and Andresini, Giuseppina and Malerba, Donato and Medeiros, Ib{\'{e}}ria and Fournier{-}Viger, Philippe and Nawaz, M. Saqib and Ventura, Sebasti{\'{a}}n and Sun, Meng and Zhou, Min and Bitetta, Valerio and Bordino, Ilaria and Ferretti, Andrea and Gullo, Francesco and Ponti, Giovanni and Severini, Lorenzo and Ribeiro, Rita P. and Gama, Jo{\~{a}}o and Gavald{\`{a}}, Ricard and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Roqueiro, Damian and Miranda, Diego Saldana and Sechidis, Konstantinos and Gra{\c{c}}a, Guilherme},
      title = {Towards Addressing Noise and Static Variations of Analog Computations
                        Using Efficient Retraining},
      booktitle = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2021, Proceedings Part {I}},
      series = {Communications in Computer and Information Science},
      volume = {1524},
      pages = {409--420},
      publisher = {Springer},
      year = {2021},
      url = {https://doi.org/10.1007/978-3-030-93736-2_32},
      doi = {10.1007/978-3-030-93736-2\_32},
    }
    
  4. Jonas Dann, Daniel Ritter and Holger Fröning
    Demystifying memory access patterns of FPGA-based graph processing accelerators
    GRADES-NDA ’21: 4th ACM SIGMOD Joint International Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA), Virtual Event, China, 20 June 2021, 3:1–3:10, ACM, 2021
    @inproceedings{DBLP:conf/sigmod/Dann0F21,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      editor = {Kalavri, Vasiliki and Yakovets, Nikolay},
      title = {Demystifying memory access patterns of FPGA-based graph processing
                        accelerators},
      booktitle = {{GRADES-NDA} '21: 4th {ACM} {SIGMOD} Joint International
                        Workshop on Graph Data Management Experiences {\&} Systems {(GRADES)}
                        and Network Data Analytics (NDA), Virtual Event, China, 20 June 2021},
      pages = {3:1--3:10},
      publisher = {{ACM}},
      year = {2021},
      url = {https://doi.org/10.1145/3461837.3464512},
      doi = {10.1145/3461837.3464512},
      timestamp = {Wed, 14 Jul 2021 16:01:02 +0200},
    }
    
  5. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part I
    Communications in Computer and Information Science, 1524, Springer, 2021
    @proceedings{DBLP:conf/pkdd/2021-w1,
      editor = {Kamp, Michael and Koprinska, Irena and Bibal, Adrien and Bouadi, Tassadit and Fr{\'{e}}nay, Beno{\^{\i}}t and Gal{\'{a}}rraga, Luis and Oramas, Jos{\'{e}} and Adilova, Linara and Krishnamurthy, Yamuna and Kang, Bo and Largeron, Christine and Lijffijt, Jefrey and Viard, Tiphaine and Welke, Pascal and Ruocco, Massimiliano and Aune, Erlend and Gallicchio, Claudio and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Fr{\"{o}}ning, Holger and Schindler, G{\"{u}}nther and Guidotti, Riccardo and Monreale, Anna and Rinzivillo, Salvatore and Biecek, Przemyslaw and Ntoutsi, Eirini and Pechenizkiy, Mykola and Rosenhahn, Bodo and Buckley, Christopher L. and Cialfi, Daniela and Lanillos, Pablo and Ramstead, Maxwell and Verbelen, Tim and Ferreira, Pedro M. and Andresini, Giuseppina and Malerba, Donato and Medeiros, Ib{\'{e}}ria and Fournier{-}Viger, Philippe and Nawaz, M. Saqib and Ventura, Sebasti{\'{a}}n and Sun, Meng and Zhou, Min and Bitetta, Valerio and Bordino, Ilaria and Ferretti, Andrea and Gullo, Francesco and Ponti, Giovanni and Severini, Lorenzo and Ribeiro, Rita P. and Gama, Jo{\~{a}}o and Gavald{\`{a}}, Ricard and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Roqueiro, Damian and Miranda, Diego Saldana and Sechidis, Konstantinos and Gra{\c{c}}a, Guilherme},
      title = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual
                        Event, September 13-17, 2021, Proceedings, Part {I}},
      series = {Communications in Computer and Information Science},
      volume = {1524},
      publisher = {Springer},
      year = {2021},
      url = {https://doi.org/10.1007/978-3-030-93736-2},
      doi = {10.1007/978-3-030-93736-2},
      isbn = {978-3-030-93735-5},
      timestamp = {Sat, 12 Mar 2022 00:00:00 +0100},
    }
    
  6. Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II
    Communications in Computer and Information Science, 1525, Springer, 2021
    @proceedings{DBLP:conf/pkdd/2021-w2,
      editor = {Kamp, Michael and Koprinska, Irena and Bibal, Adrien and Bouadi, Tassadit and Fr{\'{e}}nay, Beno{\^{\i}}t and Gal{\'{a}}rraga, Luis and Oramas, Jos{\'{e}} and Adilova, Linara and Krishnamurthy, Yamuna and Kang, Bo and Largeron, Christine and Lijffijt, Jefrey and Viard, Tiphaine and Welke, Pascal and Ruocco, Massimiliano and Aune, Erlend and Gallicchio, Claudio and Schiele, Gregor and Pernkopf, Franz and Blott, Michaela and Fr{\"{o}}ning, Holger and Schindler, G{\"{u}}nther and Guidotti, Riccardo and Monreale, Anna and Rinzivillo, Salvatore and Biecek, Przemyslaw and Ntoutsi, Eirini and Pechenizkiy, Mykola and Rosenhahn, Bodo and Buckley, Christopher L. and Cialfi, Daniela and Lanillos, Pablo and Ramstead, Maxwell and Verbelen, Tim and Ferreira, Pedro M. and Andresini, Giuseppina and Malerba, Donato and Medeiros, Ib{\'{e}}ria and Fournier{-}Viger, Philippe and Nawaz, M. Saqib and Ventura, Sebasti{\'{a}}n and Sun, Meng and Zhou, Min and Bitetta, Valerio and Bordino, Ilaria and Ferretti, Andrea and Gullo, Francesco and Ponti, Giovanni and Severini, Lorenzo and Ribeiro, Rita P. and Gama, Jo{\~{a}}o and Gavald{\`{a}}, Ricard and Cooper, Lee A. D. and Ghazaleh, Naghmeh and Richiardi, Jonas and Roqueiro, Damian and Miranda, Diego Saldana and Sechidis, Konstantinos and Gra{\c{c}}a, Guilherme},
      title = {Machine Learning and Principles and Practice of Knowledge Discovery
                        in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual
                        Event, September 13-17, 2021, Proceedings, Part {II}},
      series = {Communications in Computer and Information Science},
      volume = {1525},
      publisher = {Springer},
      year = {2021},
      url = {https://doi.org/10.1007/978-3-030-93733-1},
      doi = {10.1007/978-3-030-93733-1},
      isbn = {978-3-030-93732-4},
      timestamp = {Sat, 12 Mar 2022 00:00:00 +0100},
    }
    
  7. Bernhard Klein, Christoph Gratl, Manfred Mücke and Holger Fröning
    Understanding Cache Boundness of ML Operators on ARM Processors
    CoRR, abs/2102.00932, 2021
    @article{DBLP:journals/corr/abs-2102-00932,
      author = {Klein, Bernhard and Gratl, Christoph and M{\"{u}}cke, Manfred and Fr{\"{o}}ning, Holger},
      title = {Understanding Cache Boundness of {ML} Operators on {ARM} Processors},
      journal = {CoRR},
      volume = {abs/2102.00932},
      year = {2021},
      url = {https://arxiv.org/abs/2102.00932},
      eprinttype = {arXiv},
      eprint = {2102.00932},
      timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
    }
    
  8. Dennis Rieber, Axel Acosta and Holger Fröning
    The Programming of Deep Learning Accelerators as a Constraint Satisfaction Problem
    CoRR, abs/2104.04731, 2021
    @article{DBLP:journals/corr/abs-2104-04731,
      author = {Rieber, Dennis and Acosta, Axel and Fr{\"{o}}ning, Holger},
      title = {The Programming of Deep Learning Accelerators as a Constraint Satisfaction
                        Problem},
      journal = {CoRR},
      volume = {abs/2104.04731},
      year = {2021},
      url = {https://arxiv.org/abs/2104.04731},
      eprinttype = {arXiv},
      eprint = {2104.04731},
      timestamp = {Tue, 22 Feb 2022 00:00:00 +0100},
    }
    
  9. Matthias Hauck, Ismail Oukid and Holger Fröning
    Scheduling of Graph Queries: Controlling Intra- and Inter-query Parallelism for a High System Throughput
    CoRR, abs/2110.10797, 2021
    @article{DBLP:journals/corr/abs-2110-10797,
      author = {Hauck, Matthias and Oukid, Ismail and Fr{\"{o}}ning, Holger},
      title = {Scheduling of Graph Queries: Controlling Intra- and Inter-query Parallelism
                        for a High System Throughput},
      journal = {CoRR},
      volume = {abs/2110.10797},
      year = {2021},
      url = {https://arxiv.org/abs/2110.10797},
      eprinttype = {arXiv},
      eprint = {2110.10797},
      timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
    }
    

2020

  1. S. Kazem Shekofteh, Hamid Noori, Mahmoud Naghibzadeh, Holger Fröning and Hadi Sadoghi Yazdi
    cCUDA: Effective Co-Scheduling of Concurrent Kernels on GPUs
    IEEE Trans. Parallel Distributed Syst., 31(4), 766–778, 2020
    @article{DBLP:journals/tpds/ShekoftehNNFY20,
      author = {Shekofteh, S. Kazem and Noori, Hamid and Naghibzadeh, Mahmoud and Fr{\"{o}}ning, Holger and Yazdi, Hadi Sadoghi},
      title = {cCUDA: Effective Co-Scheduling of Concurrent Kernels on GPUs},
      journal = {{IEEE} Trans. Parallel Distributed Syst.},
      volume = {31},
      number = {4},
      pages = {766--778},
      year = {2020},
      url = {https://doi.org/10.1109/TPDS.2019.2944602},
      doi = {10.1109/TPDS.2019.2944602},
      timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
    }
    
  2. Markus Huber, Günther Schindler, Christian Schörkhuber, Wolfgang Roth, Franz Pernkopf and Holger Fröning
    Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets
    2020 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2020, Barcelona, Spain, May 4-8, 2020, 806–810, IEEE, 2020
    @inproceedings{DBLP:conf/icassp/HuberSSRPF20,
      author = {Huber, Markus and Schindler, G{\"{u}}nther and Sch{\"{o}}rkhuber, Christian and Roth, Wolfgang and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      title = {Towards Real-Time Single-Channel Singing-Voice Separation with Pruned
                        Multi-Scaled Densenets},
      booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
                        Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
      pages = {806--810},
      publisher = {{IEEE}},
      year = {2020},
      url = {https://doi.org/10.1109/ICASSP40776.2020.9053542},
      doi = {10.1109/ICASSP40776.2020.9053542},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  3. Felix Zahn and Holger Fröning
    On Network Locality in MPI-Based HPC Applications
    ICPP 2020: 49th International Conference on Parallel Processing, Edmonton, AB, Canada, August 17-20, 2020, 57:1–57:10, ACM, 2020
    @inproceedings{DBLP:conf/icpp/ZahnF20,
      author = {Zahn, Felix and Fr{\"{o}}ning, Holger},
      editor = {Amaral, Jos{\'{e}} Nelson and John, Lizy Kurian and Shen, Xipeng},
      title = {On Network Locality in MPI-Based {HPC} Applications},
      booktitle = {{ICPP} 2020: 49th International Conference on Parallel Processing,
                        Edmonton, AB, Canada, August 17-20, 2020},
      pages = {57:1--57:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3404397.3404436},
      doi = {10.1145/3404397.3404436},
      timestamp = {Wed, 12 Aug 2020 17:44:07 +0200},
    }
    
  4. Alexander Matz, Johannes Doerfert and Holger Fröning
    Automated Partitioning of Data-Parallel Kernels using Polyhedral Compilation
    ICPP Workshops ’20: Workshops, Edmonton, AB, Canada, August 17-20, 2020, 13:1–13:10, ACM, 2020
    @inproceedings{DBLP:conf/icppw/MatzDF20,
      author = {Matz, Alexander and Doerfert, Johannes and Fr{\"{o}}ning, Holger},
      editor = {Silla, Federico and Abdelrahman, Tarek S.},
      title = {Automated Partitioning of Data-Parallel Kernels using Polyhedral Compilation},
      booktitle = {{ICPP} Workshops '20: Workshops, Edmonton, AB, Canada, August 17-20,
                        2020},
      pages = {13:1--13:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3409390.3409403},
      doi = {10.1145/3409390.3409403},
      timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
    }
    
  5. Laura Promberger, Rainer Schwemmer and Holger Fröning
    Assessing the Overhead of Offloading Compression Tasks
    ICPP Workshops ’20: Workshops, Edmonton, AB, Canada, August 17-20, 2020, 15:1–15:10, ACM, 2020
    @inproceedings{DBLP:conf/icppw/PrombergerSF20,
      author = {Promberger, Laura and Schwemmer, Rainer and Fr{\"{o}}ning, Holger},
      editor = {Silla, Federico and Abdelrahman, Tarek S.},
      title = {Assessing the Overhead of Offloading Compression Tasks},
      booktitle = {{ICPP} Workshops '20: Workshops, Edmonton, AB, Canada, August 17-20,
                        2020},
      pages = {15:1--15:10},
      publisher = {{ACM}},
      year = {2020},
      url = {https://doi.org/10.1145/3409390.3409405},
      doi = {10.1145/3409390.3409405},
      timestamp = {Wed, 15 Dec 2021 00:00:00 +0100},
    }
    
  6. Wolfgang Roth, Franz Pernkopf, Günther Schindler and Holger Fröning
    On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks
    25th International Conference on Pattern Recognition, ICPR 2020, Virtual Event / Milan, Italy, January 10-15, 2021, 10297–10304, IEEE, 2020
    @inproceedings{DBLP:conf/icpr/RothPSF20,
      author = {Roth, Wolfgang and Pernkopf, Franz and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger},
      title = {On Resource-Efficient Bayesian Network Classifiers and Deep Neural
                        Networks},
      booktitle = {25th International Conference on Pattern Recognition, {ICPR} 2020,
                        Virtual Event / Milan, Italy, January 10-15, 2021},
      pages = {10297--10304},
      publisher = {{IEEE}},
      year = {2020},
      url = {https://doi.org/10.1109/ICPR48806.2021.9413156},
      doi = {10.1109/ICPR48806.2021.9413156},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  7. Günther Schindler, Wolfgang Roth, Franz Pernkopf and Holger Fröning
    Parameterized Structured Pruning for Deep Neural Networks
    Machine Learning, Optimization, and Data Science - 6th International Conference, LOD 2020, Siena, Italy, July 19-23, 2020, Revised Selected Papers, Part II (Lecture Notes in Computer Science), 12566, 16–27, Springer, 2020
    @inproceedings{DBLP:conf/mod/SchindlerRPF20,
      author = {Schindler, G{\"{u}}nther and Roth, Wolfgang and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      editor = {Nicosia, Giuseppe and Ojha, Varun and Malfa, Emanuele La and Jansen, Giorgio and Sciacca, Vincenzo and Pardalos, Panos M. and Giuffrida, Giovanni and Umeton, Renato},
      title = {Parameterized Structured Pruning for Deep Neural Networks},
      booktitle = {Machine Learning, Optimization, and Data Science - 6th International
                        Conference, {LOD} 2020, Siena, Italy, July 19-23, 2020, Revised Selected
                        Papers, Part {II}},
      series = {Lecture Notes in Computer Science},
      volume = {12566},
      pages = {16--27},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-64580-9\_3},
      doi = {10.1007/978-3-030-64580-9\_3},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  8. Dennis Rieber and Holger Fröning
    Search Space Complexity of Iteration Domain Based Instruction Embedding for Deep Learning Accelerators
    IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers (Communications in Computer and Information Science), 1325, 213–228, Springer, 2020
    @inproceedings{DBLP:conf/pkdd/RieberF20,
      author = {Rieber, Dennis and Fr{\"{o}}ning, Holger},
      editor = {Gama, Jo{\~{a}}o and Pashami, Sepideh and Bifet, Albert and {Sayed Mouchaweh}, Moamar and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Schiele, Gregor and Blott, Michaela},
      title = {Search Space Complexity of Iteration Domain Based Instruction Embedding
                        for Deep Learning Accelerators},
      booktitle = {IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge,
                        and Mobile for Embedded Machine Learning - Second International Workshop,
                        IoT Streams 2020, and First International Workshop, {ITEM} 2020, Co-located
                        with {ECML/PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Revised
                        Selected Papers},
      series = {Communications in Computer and Information Science},
      volume = {1325},
      pages = {213--228},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-66770-2\_16},
      doi = {10.1007/978-3-030-66770-2\_16},
      timestamp = {Wed, 07 Apr 2021 01:00:00 +0200},
    }
    
  9. Kevin Stehle, Günther Schindler and Holger Fröning
    On the Difficulty of Designing Processor Arrays for Deep Neural Networks
    IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers (Communications in Computer and Information Science), 1325, 229–240, Springer, 2020
    @inproceedings{DBLP:conf/pkdd/StehleSF20,
      author = {Stehle, Kevin and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger},
      editor = {Gama, Jo{\~{a}}o and Pashami, Sepideh and Bifet, Albert and {Sayed Mouchaweh}, Moamar and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Schiele, Gregor and Blott, Michaela},
      title = {On the Difficulty of Designing Processor Arrays for Deep Neural Networks},
      booktitle = {IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge,
                        and Mobile for Embedded Machine Learning - Second International Workshop,
                        IoT Streams 2020, and First International Workshop, {ITEM} 2020, Co-located
                        with {ECML/PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Revised
                        Selected Papers},
      series = {Communications in Computer and Information Science},
      volume = {1325},
      pages = {229--240},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-66770-2\_17},
      doi = {10.1007/978-3-030-66770-2\_17},
      timestamp = {Mon, 15 Feb 2021 00:00:00 +0100},
    }
    
  10. IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers
    Communications in Computer and Information Science, 1325, Springer, 2020
    @proceedings{DBLP:conf/pkdd/2020iotstreams,
      editor = {Gama, Jo{\~{a}}o and Pashami, Sepideh and Bifet, Albert and {Sayed Mouchaweh}, Moamar and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Schiele, Gregor and Blott, Michaela},
      title = {IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge,
                        and Mobile for Embedded Machine Learning - Second International Workshop,
                        IoT Streams 2020, and First International Workshop, {ITEM} 2020, Co-located
                        with {ECML/PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Revised
                        Selected Papers},
      series = {Communications in Computer and Information Science},
      volume = {1325},
      publisher = {Springer},
      year = {2020},
      url = {https://doi.org/10.1007/978-3-030-66770-2},
      doi = {10.1007/978-3-030-66770-2},
      isbn = {978-3-030-66769-6},
      timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
    }
    
  11. Wolfgang Roth, Günther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf and Zoubin Ghahramani
    Resource-Efficient Neural Networks for Embedded Systems
    CoRR, abs/2001.03048, 2020
    @article{DBLP:journals/corr/abs-2001-03048,
      author = {Roth, Wolfgang and Schindler, G{\"{u}}nther and Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Peharz, Robert and Tschiatschek, Sebastian and Fr{\"{o}}ning, Holger and Pernkopf, Franz and Ghahramani, Zoubin},
      title = {Resource-Efficient Neural Networks for Embedded Systems},
      journal = {CoRR},
      volume = {abs/2001.03048},
      year = {2020},
      url = {http://arxiv.org/abs/2001.03048},
      eprinttype = {arXiv},
      eprint = {2001.03048},
      timestamp = {Mon, 13 Jan 2020 00:00:00 +0100},
    }
    
  12. Lorenz Braun, Sotirios Nikas, Chen Song, Vincent Heuveline and Holger Fröning
    A Simple Model for Portable and Fast Prediction of Execution Time and Power Consumption of GPU Kernels
    CoRR, abs/2001.07104, 2020
    @article{DBLP:journals/corr/abs-2001-07104,
      author = {Braun, Lorenz and Nikas, Sotirios and Song, Chen and Heuveline, Vincent and Fr{\"{o}}ning, Holger},
      title = {A Simple Model for Portable and Fast Prediction of Execution Time
                        and Power Consumption of {GPU} Kernels},
      journal = {CoRR},
      volume = {abs/2001.07104},
      year = {2020},
      url = {https://arxiv.org/abs/2001.07104},
      eprinttype = {arXiv},
      eprint = {2001.07104},
      timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
    }
    
  13. Lukas Pfeifenberger, Matthias Zöhrer, Günther Schindler, Wolfgang Roth, Holger Fröning and Franz Pernkopf
    Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement
    CoRR, abs/2007.11477, 2020
    @article{DBLP:journals/corr/abs-2007-11477,
      author = {Pfeifenberger, Lukas and Z{\"{o}}hrer, Matthias and Schindler, G{\"{u}}nther and Roth, Wolfgang and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      title = {Resource-Efficient Speech Mask Estimation for Multi-Channel Speech
                        Enhancement},
      journal = {CoRR},
      volume = {abs/2007.11477},
      year = {2020},
      url = {https://arxiv.org/abs/2007.11477},
      eprinttype = {arXiv},
      eprint = {2007.11477},
      timestamp = {Wed, 29 Jul 2020 01:00:00 +0200},
    }
    
  14. Jonas Dann, Daniel Ritter and Holger Fröning
    Exploring Memory Access Patterns for Graph Processing Accelerators
    CoRR, abs/2010.13619, 2020
    @article{DBLP:journals/corr/abs-2010-13619,
      author = {Dann, Jonas and Ritter, Daniel and Fr{\"{o}}ning, Holger},
      title = {Exploring Memory Access Patterns for Graph Processing Accelerators},
      journal = {CoRR},
      volume = {abs/2010.13619},
      year = {2020},
      url = {https://arxiv.org/abs/2010.13619},
      eprinttype = {arXiv},
      eprint = {2010.13619},
      timestamp = {Mon, 02 Nov 2020 00:00:00 +0100},
    }
    

2019

  1. Francisco J. Andujar, Juan A. Villar, José L. Sánchez, Francisco J. Alfaro, José Duato and Holger Fröning
    Constructing virtual 5-dimensional tori out of lower-dimensional network cards
    Concurr. Comput. Pract. Exp., 31(2), 2019
    @article{DBLP:journals/concurrency/AndujarVSADF19,
      author = {Andujar, Francisco J. and Villar, Juan A. and S{\'{a}}nchez, Jos{\'{e}} L. and Alfaro, Francisco J. and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger},
      title = {Constructing virtual 5-dimensional tori out of lower-dimensional network
                        cards},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {31},
      number = {2},
      year = {2019},
      url = {https://doi.org/10.1002/cpe.4361},
      doi = {10.1002/CPE.4361},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Felix Zahn, Steffen Lammel and Holger Fröning
    On link width scaling for energy-proportional direct interconnection networks
    Concurr. Comput. Pract. Exp., 31(2), 2019
    @article{DBLP:journals/concurrency/ZahnLF19,
      author = {Zahn, Felix and Lammel, Steffen and Fr{\"{o}}ning, Holger},
      title = {On link width scaling for energy-proportional direct interconnection
                        networks},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {31},
      number = {2},
      year = {2019},
      url = {https://doi.org/10.1002/cpe.4439},
      doi = {10.1002/CPE.4439},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  3. S. Kazem Shekofteh, Hamid Noori, Mahmoud Naghibzadeh, Hadi Sadoghi Yazdi and Holger Fröning
    Metric Selection for GPU Kernel Classification
    ACM Trans. Archit. Code Optim., 15(4), 68:1–68:27, 2019
    @article{DBLP:journals/taco/ShekoftehNNYF19,
      author = {Shekofteh, S. Kazem and Noori, Hamid and Naghibzadeh, Mahmoud and Yazdi, Hadi Sadoghi and Fr{\"{o}}ning, Holger},
      title = {Metric Selection for {GPU} Kernel Classification},
      journal = {{ACM} Trans. Archit. Code Optim.},
      volume = {15},
      number = {4},
      pages = {68:1--68:27},
      year = {2019},
      url = {https://doi.org/10.1145/3295690},
      doi = {10.1145/3295690},
      timestamp = {Sat, 08 Jan 2022 00:00:00 +0100},
    }
    
  4. Alexander Matz and Holger Fröning
    Quantifying the NUMA Behavior of Partitioned GPGPU Applications
    12th Workshop on General Purpose Processing Using GPUs, GPGPU@ASPLOS 2019, Providence, RI, USA, April 13, 2019, 53–62, ACM, 2019
    @inproceedings{DBLP:conf/asplos/MatzF19,
      author = {Matz, Alexander and Fr{\"{o}}ning, Holger},
      editor = {Jog, Adwait and Kayiran, Onur},
      title = {Quantifying the {NUMA} Behavior of Partitioned {GPGPU} Applications},
      booktitle = {12th Workshop on General Purpose Processing Using
                        GPUs, GPGPU@ASPLOS 2019, Providence, RI, USA, April 13, 2019},
      pages = {53--62},
      publisher = {{ACM}},
      year = {2019},
      url = {https://doi.org/10.1145/3300053.3319420},
      doi = {10.1145/3300053.3319420},
      timestamp = {Tue, 16 Apr 2019 17:25:22 +0200},
    }
    
  5. Felix Zahn, Pedro Yébenes, Jesús Escudero-Sahuquillo, Pedro Javier Garcı́a and Holger Fröning
    Effects of Congestion Management on Energy Saving Techniques in Interconnection Networks
    The 5th International Workshop on High-Performance Interconnection Networks in the ExaScale and Big-Data Era, HiPINEB@HPCA 2019, 17 February 2019, Washington, DC, USA, 9–16, IEEE Computer Society, 2019
    @inproceedings{DBLP:conf/hpca/ZahnYEGF19,
      author = {Zahn, Felix and Y{\'{e}}benes, Pedro and Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      title = {Effects of Congestion Management on Energy Saving Techniques in Interconnection
                        Networks},
      booktitle = {The 5th International Workshop on High-Performance Interconnection
                        Networks in the ExaScale and Big-Data Era, HiPINEB@HPCA 2019, 17 February
                        2019, Washington, DC, {USA}},
      pages = {9--16},
      publisher = {{IEEE} Computer Society},
      year = {2019},
      url = {https://doi.org/10.1109/HiPINEB.2019.00009},
      doi = {10.1109/HIPINEB.2019.00009},
      timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
    }
    
  6. Matthias Hauck, Marcus Paradies and Holger Fröning
    Software-Based Buffering of Associative Operations on Random Memory Addresses
    2019 IEEE International Parallel and Distributed Processing Symposium, IPDPS 2019, Rio de Janeiro, Brazil, May 20-24, 2019, 943–952, IEEE, 2019
    @inproceedings{DBLP:conf/ipps/HauckPF19,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger},
      title = {Software-Based Buffering of Associative Operations on Random Memory
                        Addresses},
      booktitle = {2019 {IEEE} International Parallel and Distributed Processing Symposium,
                        {IPDPS} 2019, Rio de Janeiro, Brazil, May 20-24, 2019},
      pages = {943--952},
      publisher = {{IEEE}},
      year = {2019},
      url = {https://doi.org/10.1109/IPDPS.2019.00102},
      doi = {10.1109/IPDPS.2019.00102},
      timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
    }
    
  7. Wolfgang Roth, Günther Schindler, Holger Fröning and Franz Pernkopf
    Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions
    Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part II (Lecture Notes in Computer Science), 11907, 382–398, Springer, 2019
    @inproceedings{DBLP:conf/pkdd/RothSFP19,
      author = {Roth, Wolfgang and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      editor = {Brefeld, Ulf and {\'{E}}lisa Fromont and Hotho, Andreas and Knobbe, Arno J. and Maathuis, Marloes H. and Robardet, C{\'{e}}line},
      title = {Training Discrete-Valued Neural Networks with Sign Activations Using
                        Weight Distributions},
      booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                        {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20, 2019,
                        Proceedings, Part {II}},
      series = {Lecture Notes in Computer Science},
      volume = {11907},
      pages = {382--398},
      publisher = {Springer},
      year = {2019},
      url = {https://doi.org/10.1007/978-3-030-46147-8\_23},
      doi = {10.1007/978-3-030-46147-8\_23},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  8. Lorenz Braun and Holger Fröning
    CUDA Flux: A Lightweight Instruction Profiler for CUDA Applications
    2019 IEEE/ACM Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems, PMBS@SC 2019, Denver, CO, USA, November 18, 2019, 73–81, IEEE, 2019
    @inproceedings{DBLP:conf/sc/BraunF19,
      author = {Braun, Lorenz and Fr{\"{o}}ning, Holger},
      title = {{CUDA} Flux: {A} Lightweight Instruction Profiler for {CUDA} Applications},
      booktitle = {2019 {IEEE/ACM} Performance Modeling, Benchmarking and Simulation
                        of High Performance Computer Systems, PMBS@SC 2019, Denver, CO, USA,
                        November 18, 2019},
      pages = {73--81},
      publisher = {{IEEE}},
      year = {2019},
      url = {https://doi.org/10.1109/PMBS49563.2019.00014},
      doi = {10.1109/PMBS49563.2019.00014},
      timestamp = {Wed, 22 Apr 2020 16:43:07 +0200},
    }
    

2018

  1. Holger Fröning and Federico Silla
    Heterogeneous and unconventional cluster architectures and applications
    Concurr. Comput. Pract. Exp., 30(17), 2018
    @article{DBLP:journals/concurrency/FroningS18,
      author = {Fr{\"{o}}ning, Holger and Silla, Federico},
      title = {Heterogeneous and unconventional cluster architectures and applications},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {30},
      number = {17},
      year = {2018},
      url = {https://doi.org/10.1002/cpe.4661},
      doi = {10.1002/CPE.4661},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Alejandro Santos, Wainer Vandelli, Pedro Javier Garcı́a and Holger Fröning
    Buffer Provisioning for Large-Scale Data-Acquisition Systems
    12th ACM International Conference on Distributed and Event-based Systems, DEBS 2018, Hamilton, New Zealand, June 25-29, 2018, 100–111, ACM, 2018
    @inproceedings{DBLP:conf/debs/SantosVGF18,
      author = {Santos, Alejandro and Vandelli, Wainer and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      editor = {Hinze, Annika and Eyers, David M. and Hirzel, Martin and Weidlich, Matthias and Bhowmik, Sukanya},
      title = {Buffer Provisioning for Large-Scale Data-Acquisition Systems},
      booktitle = {12th {ACM} International Conference on Distributed
                        and Event-based Systems, {DEBS} 2018, Hamilton, New Zealand, June
                        25-29, 2018},
      pages = {100--111},
      publisher = {{ACM}},
      year = {2018},
      url = {https://doi.org/10.1145/3210284.3210288},
      doi = {10.1145/3210284.3210288},
      timestamp = {Fri, 26 May 2023 07:40:34 +0200},
    }
    
  3. Felix Zahn, Armin Schoffer and Holger Fröning
    Evaluating Energy-Saving Strategies on Torus, K-Ary N-Tree, and Dragonfly
    4th IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2018, Vienna, Austria, February 24, 2018, 16–23, IEEE Computer Society, 2018
    @inproceedings{DBLP:conf/hpca/ZahnSF18,
      author = {Zahn, Felix and Schoffer, Armin and Fr{\"{o}}ning, Holger},
      title = {Evaluating Energy-Saving Strategies on Torus, K-Ary N-Tree, and Dragonfly},
      booktitle = {4th {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2018, Vienna,
                        Austria, February 24, 2018},
      pages = {16--23},
      publisher = {{IEEE} Computer Society},
      year = {2018},
      url = {https://doi.org/10.1109/HiPINEB.2018.00011},
      doi = {10.1109/HIPINEB.2018.00011},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning and Franz Pernkopf
    Resource Efficient Deep Eigenvector Beamforming
    2018 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2018, Calgary, AB, Canada, April 15-20, 2018, 3354–3358, IEEE, 2018
    @inproceedings{DBLP:conf/icassp/ZohrerPSFP18,
      author = {Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Pernkopf, Franz},
      title = {Resource Efficient Deep Eigenvector Beamforming},
      booktitle = {2018 {IEEE} International Conference on Acoustics, Speech and Signal
                        Processing, {ICASSP} 2018, Calgary, AB, Canada, April 15-20, 2018},
      pages = {3354--3358},
      publisher = {{IEEE}},
      year = {2018},
      url = {https://doi.org/10.1109/ICASSP.2018.8462503},
      doi = {10.1109/ICASSP.2018.8462503},
      timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
    }
    
  5. Günther Schindler, Matthias Zöhrer, Franz Pernkopf and Holger Fröning
    Towards Efficient Forward Propagation on Resource-Constrained Systems
    Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018, Proceedings, Part I (Lecture Notes in Computer Science), 11051, 426–442, Springer, 2018
    @inproceedings{DBLP:conf/pkdd/SchindlerZPF18,
      author = {Schindler, G{\"{u}}nther and Z{\"{o}}hrer, Matthias and Pernkopf, Franz and Fr{\"{o}}ning, Holger},
      editor = {Berlingerio, Michele and Bonchi, Francesco and G{\"{a}}rtner, Thomas and Hurley, Neil and Ifrim, Georgiana},
      title = {Towards Efficient Forward Propagation on Resource-Constrained Systems},
      booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                        {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                        Part {I}},
      series = {Lecture Notes in Computer Science},
      volume = {11051},
      pages = {426--442},
      publisher = {Springer},
      year = {2018},
      url = {https://doi.org/10.1007/978-3-030-10925-7\_26},
      doi = {10.1007/978-3-030-10925-7\_26},
      timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
    }
    
  6. Franz Pernkopf, Wolfgang Roth, Matthias Zöhrer, Lukas Pfeifenberger, Günther Schindler, Holger Fröning, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina and Zoubin Ghahramani
    Efficient and Robust Machine Learning for Real-World Systems
    CoRR, abs/1812.02240, 2018
    @article{DBLP:journals/corr/abs-1812-02240,
      author = {Pernkopf, Franz and Roth, Wolfgang and Z{\"{o}}hrer, Matthias and Pfeifenberger, Lukas and Schindler, G{\"{u}}nther and Fr{\"{o}}ning, Holger and Tschiatschek, Sebastian and Peharz, Robert and Mattina, Matthew and Ghahramani, Zoubin},
      title = {Efficient and Robust Machine Learning for Real-World Systems},
      journal = {CoRR},
      volume = {abs/1812.02240},
      year = {2018},
      url = {http://arxiv.org/abs/1812.02240},
      eprinttype = {arXiv},
      eprint = {1812.02240},
      timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
    }
    

2017

  1. Lena Oden and Holger Fröning
    InfiniBand Verbs on GPU: a case study of controlling an InfiniBand network device from the GPU
    Int. J. High Perform. Comput. Appl., 31(4), 274–284, 2017
    @article{DBLP:journals/ijhpca/OdenF17,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {InfiniBand Verbs on {GPU:} a case study of controlling an InfiniBand
                        network device from the {GPU}},
      journal = {Int. J. High Perform. Comput. Appl.},
      volume = {31},
      number = {4},
      pages = {274--284},
      year = {2017},
      url = {https://doi.org/10.1177/1094342015588142},
      doi = {10.1177/1094342015588142},
      timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
    }
    
  2. Günther Schindler, Manfred Mücke and Holger Fröning
    Linking Application Description with Efficient SIMD Code Generation for Low-Precision Signed-Integer GEMM
    Euro-Par 2017: Parallel Processing Workshops - Euro-Par 2017 International Workshops, Santiago de Compostela, Spain, August 28-29, 2017, Revised Selected Papers (Lecture Notes in Computer Science), 10659, 688–699, Springer, 2017
    @inproceedings{DBLP:conf/europar/SchindlerMF17,
      author = {Schindler, G{\"{u}}nther and M{\"{u}}cke, Manfred and Fr{\"{o}}ning, Holger},
      editor = {Heras, Dora Blanco and Boug{\'{e}}, Luc and Mencagli, Gabriele and Jeannot, Emmanuel and Sakellariou, Rizos and Badia, Rosa M. and Barbosa, Jorge G. and Ricci, Laura and Scott, Stephen L. and Lankes, Stefan and Weidendorfer, Josef},
      title = {Linking Application Description with Efficient {SIMD} Code Generation
                        for Low-Precision Signed-Integer {GEMM}},
      booktitle = {Euro-Par 2017: Parallel Processing Workshops - Euro-Par 2017 International
                        Workshops, Santiago de Compostela, Spain, August 28-29, 2017, Revised
                        Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {10659},
      pages = {688--699},
      publisher = {Springer},
      year = {2017},
      url = {https://doi.org/10.1007/978-3-319-75178-8\_55},
      doi = {10.1007/978-3-319-75178-8\_55},
      timestamp = {Thu, 14 Oct 2021 10:28:38 +0200},
    }
    
  3. Matthias Hauck, Marcus Paradies and Holger Fröning
    Can Modern Graph Processing Engines Run Concurrent Queries Efficiently?
    Fifth International Workshop on Graph Data-management Experiences & Systems, GRADES@SIGMOD/PODS 2017, Chicago, IL, USA, May 14 - 19, 2017, 5:1–5:6, ACM, 2017
    @inproceedings{DBLP:conf/grades/HauckPF17,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger},
      editor = {Boncz, Peter A. and Larriba{-}Pey, Josep Llu{\'{\i}}s},
      title = {Can Modern Graph Processing Engines Run Concurrent Queries Efficiently?},
      booktitle = {Fifth International Workshop on Graph Data-management
                        Experiences {\&} Systems, GRADES@SIGMOD/PODS 2017, Chicago, IL, USA,
                        May 14 - 19, 2017},
      pages = {5:1--5:6},
      publisher = {{ACM}},
      year = {2017},
      url = {https://doi.org/10.1145/3078447.3078452},
      doi = {10.1145/3078447.3078452},
      timestamp = {Thu, 10 Dec 2020 13:35:15 +0100},
    }
    
  4. Francisco J. Andujar, Juan A. Villar, José L. Sánchez, Francisco J. Alfaro, José Duato and Holger Fröning
    A Case Study on Implementing Virtual 5D Torus Networks Using Network Components of Lower Dimensionality
    3rd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin, TX, USA, February 5, 2017, 9–16, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/hpca/AndujarV0ADF17,
      author = {Andujar, Francisco J. and Villar, Juan A. and S{\'{a}}nchez, Jos{\'{e}} L. and Alfaro, Francisco J. and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {A Case Study on Implementing Virtual 5D Torus Networks Using Network
                        Components of Lower Dimensionality},
      booktitle = {3rd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin,
                        TX, USA, February 5, 2017},
      pages = {9--16},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/HiPINEB.2017.7},
      doi = {10.1109/HIPINEB.2017.7},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Felix Zahn, Steffen Lammel and Holger Fröning
    Early Experiences with Saving Energy in Direct Interconnection Networks
    3rd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin, TX, USA, February 5, 2017, 33–40, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/hpca/ZahnLF17,
      author = {Zahn, Felix and Lammel, Steffen and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {Early Experiences with Saving Energy in Direct Interconnection Networks},
      booktitle = {3rd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era, HiPINEB@HPCA 2017, Austin,
                        TX, USA, February 5, 2017},
      pages = {33--40},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/HiPINEB.2017.10},
      doi = {10.1109/HIPINEB.2017.10},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  6. Alejandro Santos, Pedro Javier Garcı́a, Wainer Vandelli and Holger Fröning
    Modeling and Validating Time, Buffering, and Utilization of a Large-Scale, Real-Time Data Acquisition System
    2017 International Conference on High Performance Computing & Simulation, HPCS 2017, Genoa, Italy, July 17-21, 2017, 519–525, IEEE, 2017
    @inproceedings{DBLP:conf/ieeehpcs/SantosGVF17,
      author = {Santos, Alejandro and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer and Fr{\"{o}}ning, Holger},
      title = {Modeling and Validating Time, Buffering, and Utilization of a Large-Scale,
                        Real-Time Data Acquisition System},
      booktitle = {2017 International Conference on High Performance Computing {\&} Simulation,
                        {HPCS} 2017, Genoa, Italy, July 17-21, 2017},
      pages = {519--525},
      publisher = {{IEEE}},
      year = {2017},
      url = {https://doi.org/10.1109/HPCS.2017.83},
      doi = {10.1109/HPCS.2017.83},
      timestamp = {Wed, 16 Oct 2019 14:14:54 +0200},
    }
    
  7. Benjamin Klenk, Holger Fröning, Hans Eberle and Larry Dennison
    Relaxations for High-Performance Message Passing on Massively Parallel SIMT Processors
    2017 IEEE International Parallel and Distributed Processing Symposium, IPDPS 2017, Orlando, FL, USA, May 29 - June 2, 2017, 855–865, IEEE Computer Society, 2017
    @inproceedings{DBLP:conf/ipps/KlenkFED17,
      author = {Klenk, Benjamin and Fr{\"{o}}ning, Holger and Eberle, Hans and Dennison, Larry},
      title = {Relaxations for High-Performance Message Passing on Massively Parallel
                        {SIMT} Processors},
      booktitle = {2017 {IEEE} International Parallel and Distributed Processing Symposium,
                        {IPDPS} 2017, Orlando, FL, USA, May 29 - June 2, 2017},
      pages = {855--865},
      publisher = {{IEEE} Computer Society},
      year = {2017},
      url = {https://doi.org/10.1109/IPDPS.2017.94},
      doi = {10.1109/IPDPS.2017.94},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  8. Benjamin Klenk and Holger Fröning
    An Overview of MPI Characteristics of Exascale Proxy Applications
    High Performance Computing - 32nd International Conference, ISC High Performance 2017, Frankfurt, Germany, June 18-22, 2017, Proceedings (Lecture Notes in Computer Science), 10266, 217–236, Springer, 2017
    @inproceedings{DBLP:conf/supercomputer/KlenkF17,
      author = {Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      editor = {Kunkel, Julian M. and Yokota, Rio and Balaji, Pavan and Keyes, David E.},
      title = {An Overview of {MPI} Characteristics of Exascale Proxy Applications},
      booktitle = {High Performance Computing - 32nd International Conference, {ISC}
                        High Performance 2017, Frankfurt, Germany, June 18-22, 2017, Proceedings},
      series = {Lecture Notes in Computer Science},
      volume = {10266},
      pages = {217--236},
      publisher = {Springer},
      year = {2017},
      url = {https://doi.org/10.1007/978-3-319-58667-0\_12},
      doi = {10.1007/978-3-319-58667-0\_12},
      timestamp = {Tue, 14 May 2019 10:00:40 +0200},
    }
    

2016

  1. Federico Silla and Holger Fröning
    Heterogeneous cluster architectures and applications
    Concurr. Comput. Pract. Exp., 28(8), 2319–2321, 2016
    @article{DBLP:journals/concurrency/SillaF16,
      author = {Silla, Federico and Fr{\"{o}}ning, Holger},
      title = {Heterogeneous cluster architectures and applications},
      journal = {Concurr. Comput. Pract. Exp.},
      volume = {28},
      number = {8},
      pages = {2319--2321},
      year = {2016},
      url = {https://doi.org/10.1002/cpe.3762},
      doi = {10.1002/CPE.3762},
      timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
    }
    
  2. Lena Oden, Benjamin Klenk and Holger Fröning
    Analyzing GPU-controlled communication with dynamic parallelism in terms of performance and energy
    Parallel Comput., 57, 125–134, 2016
    @article{DBLP:journals/pc/OdenKF16,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      title = {Analyzing GPU-controlled communication with dynamic parallelism in
                        terms of performance and energy},
      journal = {Parallel Comput.},
      volume = {57},
      pages = {125--134},
      year = {2016},
      url = {https://doi.org/10.1016/j.parco.2016.02.005},
      doi = {10.1016/J.PARCO.2016.02.005},
      timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
    }
    
  3. Tommaso Colombo, Holger Fröning, Pedro Javier Garcı́a and Wainer Vandelli
    Optimizing the data-collection time of a large-scale data-acquisition system through a simulation framework
    J. Supercomput., 72(12), 4546–4572, 2016
    @article{DBLP:journals/tjs/ColomboFGV16,
      author = {Colombo, Tommaso and Fr{\"{o}}ning, Holger and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer},
      title = {Optimizing the data-collection time of a large-scale data-acquisition
                        system through a simulation framework},
      journal = {J. Supercomput.},
      volume = {72},
      number = {12},
      pages = {4546--4572},
      year = {2016},
      url = {https://doi.org/10.1007/s11227-016-1764-1},
      doi = {10.1007/S11227-016-1764-1},
      timestamp = {Fri, 22 May 2020 01:00:00 +0200},
    }
    
  4. Felix Zahn, Pedro Yébenes, Steffen Lammel, Pedro Javier Garcı́a and Holger Fröning
    Analyzing the Energy (Dis-) Proportionality of Scalable Interconnection Networks
    2nd IEEE International Workshop on High-Performance Interconnection Networks in the Exascale and Big-Data Era HiPINEB@HPCA 2016, Barcelona, Spain, March 12, 2016, 25–32, IEEE Computer Society, 2016
    @inproceedings{DBLP:conf/hpca/ZahnYLGF16,
      author = {Zahn, Felix and Y{\'{e}}benes, Pedro and Lammel, Steffen and Garc{\'{\i}}a, Pedro Javier and Fr{\"{o}}ning, Holger},
      editor = {Escudero{-}Sahuquillo, Jes{\'{u}}s and Garc{\'{\i}}a, Pedro Javier},
      title = {Analyzing the Energy (Dis-) Proportionality of Scalable Interconnection
                        Networks},
      booktitle = {2nd {IEEE} International Workshop on High-Performance Interconnection
                        Networks in the Exascale and Big-Data Era HiPINEB@HPCA 2016, Barcelona,
                        Spain, March 12, 2016},
      pages = {25--32},
      publisher = {{IEEE} Computer Society},
      year = {2016},
      url = {https://doi.org/10.1109/HIPINEB.2016.13},
      doi = {10.1109/HIPINEB.2016.13},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Jeffrey S. Young, Julian Romera, Matthias Hauck and Holger Fröning
    Optimizing communication for a 2D-partitioned scalable BFS
    IEEE High Performance Extreme Computing Conference, HPEC 2016, Waltham, MA, USA, September 13-15, 2016, 1–7, IEEE, 2016
    @inproceedings{DBLP:conf/hpec/YoungRHF16,
      author = {Young, Jeffrey S. and Romera, Julian and Hauck, Matthias and Fr{\"{o}}ning, Holger},
      title = {Optimizing communication for a 2D-partitioned scalable {BFS}},
      booktitle = {{IEEE} High Performance Extreme Computing Conference, {HPEC}
                        2016, Waltham, MA, USA, September 13-15, 2016},
      pages = {1--7},
      publisher = {{IEEE}},
      year = {2016},
      url = {https://doi.org/10.1109/HPEC.2016.7761596},
      doi = {10.1109/HPEC.2016.7761596},
      timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
    }
    
  6. Juri Schmidt, Holger Fröning and Ulrich Brüning
    Exploring Time and Energy for Complex Accesses to a Hybrid Memory Cube
    Second International Symposium on Memory Systems, MEMSYS 2016, Alexandria, VA, USA, October 3-6, 2016, 142–150, ACM, 2016
    @inproceedings{DBLP:conf/memsys/SchmidtFB16,
      author = {Schmidt, Juri and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Jacob, Bruce L.},
      title = {Exploring Time and Energy for Complex Accesses to a Hybrid Memory
                        Cube},
      booktitle = {Second International Symposium on Memory Systems,
                        {MEMSYS} 2016, Alexandria, VA, USA, October 3-6, 2016},
      pages = {142--150},
      publisher = {{ACM}},
      year = {2016},
      url = {https://doi.org/10.1145/2989081.2989099},
      doi = {10.1145/2989081.2989099},
      timestamp = {Fri, 13 Nov 2020 09:24:44 +0100},
    }
    
  7. Steffen Lammel, Felix Zahn and Holger Fröning
    SONAR: Automated Communication Characterization for HPC Applications
    High Performance Computing - ISC High Performance 2016 International Workshops, ExaComm, E-MuCoCoS, HPC-IODC, IXPUG, IWOPH, P\^3MA, VHPC, WOPSSS, Frankfurt, Germany, June 19-23, 2016, Revised Selected Papers (Lecture Notes in Computer Science), 9945, 98–114, 2016
    @inproceedings{DBLP:conf/supercomputer/LammelZF16,
      author = {Lammel, Steffen and Zahn, Felix and Fr{\"{o}}ning, Holger},
      editor = {Taufer, Michela and Mohr, Bernd and Kunkel, Julian M.},
      title = {{SONAR:} Automated Communication Characterization for {HPC} Applications},
      booktitle = {High Performance Computing - {ISC} High Performance 2016 International
                        Workshops, ExaComm, E-MuCoCoS, HPC-IODC, IXPUG, IWOPH, P{\^{}}3MA,
                        VHPC, WOPSSS, Frankfurt, Germany, June 19-23, 2016, Revised Selected
                        Papers},
      series = {Lecture Notes in Computer Science},
      volume = {9945},
      pages = {98--114},
      year = {2016},
      url = {https://doi.org/10.1007/978-3-319-46079-6\_8},
      doi = {10.1007/978-3-319-46079-6\_8},
      timestamp = {Wed, 25 Sep 2019 18:17:53 +0200},
    }
    

2015

  1. Javier Prades, Federico Silla, Holger Fröning, Mondrian Nüssle and José Duato
    On the design of a new dynamic credit-based end-to-end flow control mechanism for HPC clusters
    Parallel Comput., 46, 32–59, 2015
    @article{DBLP:journals/pc/PradesSFND15,
      author = {Prades, Javier and Silla, Federico and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Duato, Jos{\'{e}}},
      title = {On the design of a new dynamic credit-based end-to-end flow control
                        mechanism for {HPC} clusters},
      journal = {Parallel Comput.},
      volume = {46},
      pages = {32--59},
      year = {2015},
      url = {https://doi.org/10.1016/j.parco.2015.03.006},
      doi = {10.1016/J.PARCO.2015.03.006},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Tommaso Colombo, Holger Fröning, Pedro Javier Garcı́a and Wainer Vandelli
    Modeling a Large Data-Acquisition Network in a Simulation Framework
    2015 IEEE International Conference on Cluster Computing, CLUSTER 2015, Chicago, IL, USA, September 8-11, 2015, 809–816, IEEE Computer Society, 2015
    @inproceedings{DBLP:conf/cluster/ColomboFGV15,
      author = {Colombo, Tommaso and Fr{\"{o}}ning, Holger and Garc{\'{\i}}a, Pedro Javier and Vandelli, Wainer},
      title = {Modeling a Large Data-Acquisition Network in a Simulation Framework},
      booktitle = {2015 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2015, Chicago, IL, USA, September 8-11, 2015},
      pages = {809--816},
      publisher = {{IEEE} Computer Society},
      year = {2015},
      url = {https://doi.org/10.1109/CLUSTER.2015.137},
      doi = {10.1109/CLUSTER.2015.137},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  3. Matthias Hauck, Marcus Paradies, Holger Fröning, Wolfgang Lehner and Hannes Rauhe
    Highspeed Graph Processing Exploiting Main-Memory Column Stores
    Euro-Par 2015: Parallel Processing Workshops - Euro-Par 2015 International Workshops, Vienna, Austria, August 24-25, 2015, Revised Selected Papers (Lecture Notes in Computer Science), 9523, 503–514, Springer, 2015
    @inproceedings{DBLP:conf/europar/HauckPFLR15,
      author = {Hauck, Matthias and Paradies, Marcus and Fr{\"{o}}ning, Holger and Lehner, Wolfgang and Rauhe, Hannes},
      editor = {Hunold, Sascha and Costan, Alexandru and Gim{\'{e}}nez, Domingo and Iosup, Alexandru and Ricci, Laura and Requena, Mar{\'{\i}}a Engracia G{\'{o}}mez and Scarano, Vittorio and Varbanescu, Ana Lucia and Scott, Stephen L. and Lankes, Stefan and Weidendorfer, Josef and Alexander, Michael},
      title = {Highspeed Graph Processing Exploiting Main-Memory Column Stores},
      booktitle = {Euro-Par 2015: Parallel Processing Workshops - Euro-Par 2015 International
                        Workshops, Vienna, Austria, August 24-25, 2015, Revised Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {9523},
      pages = {503--514},
      publisher = {Springer},
      year = {2015},
      url = {https://doi.org/10.1007/978-3-319-27308-2\_41},
      doi = {10.1007/978-3-319-27308-2\_41},
      timestamp = {Tue, 14 May 2019 10:00:46 +0200},
    }
    
  4. Benjamin Klenk, Lena Oden and Holger Fröning
    Analyzing communication models for distributed thread-collaborative processors in terms of energy and time
    2015 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2015, Philadelphia, PA, USA, March 29-31, 2015, 318–327, IEEE Computer Society, 2015
    @inproceedings{DBLP:conf/ispass/KlenkOF15,
      author = {Klenk, Benjamin and Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {Analyzing communication models for distributed thread-collaborative
                        processors in terms of energy and time},
      booktitle = {2015 {IEEE} International Symposium on Performance Analysis of Systems
                        and Software, {ISPASS} 2015, Philadelphia, PA, USA, March 29-31, 2015},
      pages = {318--327},
      publisher = {{IEEE} Computer Society},
      year = {2015},
      url = {https://doi.org/10.1109/ISPASS.2015.7095817},
      doi = {10.1109/ISPASS.2015.7095817},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2014

  1. Federico Silla and Holger Fröning
    Special issue on unconventional cluster architectures and applications
    Clust. Comput., 17(2), 291, 2014
    @article{DBLP:journals/cluster/SillaF14,
      author = {Silla, Federico and Fr{\"{o}}ning, Holger},
      title = {Special issue on unconventional cluster architectures and applications},
      journal = {Clust. Comput.},
      volume = {17},
      number = {2},
      pages = {291},
      year = {2014},
      url = {https://doi.org/10.1007/s10586-013-0291-6},
      doi = {10.1007/S10586-013-0291-6},
      timestamp = {Tue, 29 Sep 2020 01:00:00 +0200},
    }
    
  2. Lena Oden, Benjamin Klenk and Holger Fröning
    Energy-Efficient Collective Reduce and Allreduce Operations on Distributed GPUs
    14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGrid 2014, Chicago, IL, USA, May 26-29, 2014, 483–492, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/ccgrid/OdenKF14,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      title = {Energy-Efficient Collective Reduce and Allreduce Operations on Distributed
                        GPUs},
      booktitle = {14th {IEEE/ACM} International Symposium on Cluster, Cloud and Grid
                        Computing, CCGrid 2014, Chicago, IL, USA, May 26-29, 2014},
      pages = {483--492},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/CCGrid.2014.21},
      doi = {10.1109/CCGRID.2014.21},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  3. Benjamin Klenk, Lena Oden and Holger Fröning
    Analyzing Put/Get APIs for Thread-Collaborative Processors
    43rd International Conference on Parallel Processing Workshops, ICPPW 2014, Minneapolis, MN, USA, September 9-12, 2014, 411–418, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/icppw/KlenkOF14,
      author = {Klenk, Benjamin and Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {Analyzing Put/Get APIs for Thread-Collaborative Processors},
      booktitle = {43rd International Conference on Parallel Processing Workshops, {ICPPW}
                        2014, Minneapolis, MN, USA, September 9-12, 2014},
      pages = {411--418},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/ICPPW.2014.61},
      doi = {10.1109/ICPPW.2014.61},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Lena Oden, Holger Fröning and Franz-Josef Pfreundt
    Infiniband-Verbs on GPU: A Case Study of Controlling an Infiniband Network Device from the GPU
    2014 IEEE International Parallel & Distributed Processing Symposium Workshops, Phoenix, AZ, USA, May 19-23, 2014, 976–983, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/ipps/OdenFP14,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger and Pfreundt, Franz{-}Josef},
      title = {Infiniband-Verbs on {GPU:} {A} Case Study of Controlling an Infiniband
                        Network Device from the {GPU}},
      booktitle = {2014 {IEEE} International Parallel {\&} Distributed Processing Symposium
                        Workshops, Phoenix, AZ, USA, May 19-23, 2014},
      pages = {976--983},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/IPDPSW.2014.111},
      doi = {10.1109/IPDPSW.2014.111},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Lena Oden, Benjamin Klenk and Holger Fröning
    Energy-efficient stencil computations on distributed GPUs using dynamic parallelism and GPU-controlled communication
    2nd International Workshop on Energy Efficient Supercomputing, E2SC ’14, New Orleans, Louisiana, USA, November 16-21, 2014, 31–40, IEEE Computer Society, 2014
    @inproceedings{DBLP:conf/sc/OdenKF14,
      author = {Oden, Lena and Klenk, Benjamin and Fr{\"{o}}ning, Holger},
      editor = {Cameron, Kirk W. and Hoisie, Adolfy and Kerbyson, Darren J. and Lowenthal, David K. and Nikolopoulos, Dimitrios S. and Yalamanchili, Sudha and Marquez, Andres},
      title = {Energy-efficient stencil computations on distributed GPUs using dynamic
                        parallelism and GPU-controlled communication},
      booktitle = {2nd International Workshop on Energy Efficient
                        Supercomputing, {E2SC} '14, New Orleans, Louisiana, USA, November
                        16-21, 2014},
      pages = {31--40},
      publisher = {{IEEE} Computer Society},
      year = {2014},
      url = {https://doi.org/10.1109/E2SC.2014.14},
      doi = {10.1109/E2SC.2014.14},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2013

  1. Holger Fröning, Mondrian Nüssle, Heiner Litz, Christian Leber and Ulrich Brüning
    On Achieving High Message Rates
    13th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing, CCGrid 2013, Delft, Netherlands, May 13-16, 2013, 498–505, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/ccgrid/FroningNLLB13,
      author = {Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Litz, Heiner and Leber, Christian and Br{\"{u}}ning, Ulrich},
      title = {On Achieving High Message Rates},
      booktitle = {13th {IEEE/ACM} International Symposium on Cluster, Cloud, and Grid
                        Computing, CCGrid 2013, Delft, Netherlands, May 13-16, 2013},
      pages = {498--505},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CCGrid.2013.43},
      doi = {10.1109/CCGRID.2013.43},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  2. Lena Oden and Holger Fröning
    GGAS: Global GPU address spaces for efficient communication in heterogeneous clusters
    2013 IEEE International Conference on Cluster Computing, CLUSTER 2013, Indianapolis, IN, USA, September 23-27, 2013, 1–8, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/cluster/OdenF13,
      author = {Oden, Lena and Fr{\"{o}}ning, Holger},
      title = {{GGAS:} Global {GPU} address spaces for efficient communication in
                        heterogeneous clusters},
      booktitle = {2013 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2013, Indianapolis, IN, USA, September 23-27, 2013},
      pages = {1--8},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CLUSTER.2013.6702638},
      doi = {10.1109/CLUSTER.2013.6702638},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  3. Jeffrey S. Young, Se Hoon Shon, Sudhakar Yalamanchili, Alex Merritt, Karsten Schwan and Holger Fröning
    Oncilla: A GAS runtime for efficient resource allocation and data movement in accelerated clusters
    2013 IEEE International Conference on Cluster Computing, CLUSTER 2013, Indianapolis, IN, USA, September 23-27, 2013, 1–8, IEEE Computer Society, 2013
    @inproceedings{DBLP:conf/cluster/YoungSYMSF13,
      author = {Young, Jeffrey S. and Shon, Se Hoon and Yalamanchili, Sudhakar and Merritt, Alex and Schwan, Karsten and Fr{\"{o}}ning, Holger},
      title = {Oncilla: {A} {GAS} runtime for efficient resource allocation and data
                        movement in accelerated clusters},
      booktitle = {2013 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2013, Indianapolis, IN, USA, September 23-27, 2013},
      pages = {1--8},
      publisher = {{IEEE} Computer Society},
      year = {2013},
      url = {https://doi.org/10.1109/CLUSTER.2013.6702679},
      doi = {10.1109/CLUSTER.2013.6702679},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  4. Holger Fröning
    Data Movement Options in Accelerated Clusters
    Euro-Par 2013: Parallel Processing Workshops - BigDataCloud, DIHC, FedICI, HeteroPar, HiBB, LSDVE, MHPC, OMHI, PADABS, PROPER, Resilience, ROME, and UCHPC 2013, Aachen, Germany, August 26-27, 2013. Revised Selected Papers (Lecture Notes in Computer Science), 8374, 418–422, Springer, 2013
    @inproceedings{DBLP:conf/europar/Froning13,
      author = {Fr{\"{o}}ning, Holger},
      editor = {an Mey, Dieter and Alexander, Michael and Bientinesi, Paolo and Cannataro, Mario and Clauss, Carsten and Costan, Alexandru and Kecskemeti, Gabor and Morin, Christine and Ricci, Laura and Sahuquillo, Julio and Schulz, Martin and Scarano, Vittorio and Scott, Stephen L. and Weidendorfer, Josef},
      title = {Data Movement Options in Accelerated Clusters},
      booktitle = {Euro-Par 2013: Parallel Processing Workshops - BigDataCloud, DIHC,
                        FedICI, HeteroPar, HiBB, LSDVE, MHPC, OMHI, PADABS, PROPER, Resilience,
                        ROME, and {UCHPC} 2013, Aachen, Germany, August 26-27, 2013. Revised
                        Selected Papers},
      series = {Lecture Notes in Computer Science},
      volume = {8374},
      pages = {418--422},
      publisher = {Springer},
      year = {2013},
      url = {https://doi.org/10.1007/978-3-642-54420-0\_41},
      doi = {10.1007/978-3-642-54420-0\_41},
      timestamp = {Wed, 19 Feb 2020 14:52:57 +0100},
    }
    

2012

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    A new degree of freedom for memory allocation in clusters
    Clust. Comput., 15(2), 101–123, 2012
    @article{DBLP:journals/cluster/MontanerSFD12,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      title = {A new degree of freedom for memory allocation in clusters},
      journal = {Clust. Comput.},
      volume = {15},
      number = {2},
      pages = {101--123},
      year = {2012},
      url = {https://doi.org/10.1007/s10586-010-0150-7},
      doi = {10.1007/S10586-010-0150-7},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Javier Prades, Federico Silla, José Duato, Holger Fröning and Mondrian Nüssle
    A New End-to-End Flow-Control Mechanism for High Performance Computing Clusters
    2012 IEEE International Conference on Cluster Computing, CLUSTER 2012, Beijing, China, September 24-28, 2012, 320–328, IEEE Computer Society, 2012
    @inproceedings{DBLP:conf/cluster/PradesSDFN12,
      author = {Prades, Javier and Silla, Federico and Duato, Jos{\'{e}} and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian},
      title = {A New End-to-End Flow-Control Mechanism for High Performance Computing
                        Clusters},
      booktitle = {2012 {IEEE} International Conference on Cluster Computing, {CLUSTER}
                        2012, Beijing, China, September 24-28, 2012},
      pages = {320--328},
      publisher = {{IEEE} Computer Society},
      year = {2012},
      url = {https://doi.org/10.1109/CLUSTER.2012.15},
      doi = {10.1109/CLUSTER.2012.15},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    

2011

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    MEMSCALE: in-cluster-memory databases
    20th ACM Conference on Information and Knowledge Management, CIKM 2011, Glasgow, United Kingdom, October 24-28, 2011, 2569–2572, ACM, 2011
    @inproceedings{DBLP:conf/cikm/MontanerSFD11,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Macdonald, Craig and Ounis, Iadh and Ruthven, Ian},
      title = {{MEMSCALE:} in-cluster-memory databases},
      booktitle = {20th {ACM} Conference on Information and Knowledge
                        Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
      pages = {2569--2572},
      publisher = {{ACM}},
      year = {2011},
      url = {https://doi.org/10.1145/2063576.2064022},
      doi = {10.1145/2063576.2064022},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  2. Holger Fröning, Alexander Giese, Héctor Montaner, Federico Silla and José Duato
    Highly scalable barriers for future high-performance computing clusters
    18th International Conference on High Performance Computing, HiPC 2011, Bengaluru, India, December 18-21, 2011, 1–10, IEEE Computer Society, 2011
    @inproceedings{DBLP:conf/hipc/FroningGMSD11,
      author = {Fr{\"{o}}ning, Holger and Giese, Alexander and Montaner, H{\'{e}}ctor and Silla, Federico and Duato, Jos{\'{e}}},
      title = {Highly scalable barriers for future high-performance computing clusters},
      booktitle = {18th International Conference on High Performance Computing, HiPC
                        2011, Bengaluru, India, December 18-21, 2011},
      pages = {1--10},
      publisher = {{IEEE} Computer Society},
      year = {2011},
      url = {https://doi.org/10.1109/HiPC.2011.6152729},
      doi = {10.1109/HIPC.2011.6152729},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  3. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    Unleash Your Memory-Constrained Applications: A 32-Node Non-coherent Distributed-Memory Prototype Cluster
    13th IEEE International Conference on High Performance Computing & Communication, HPCC 2011, Banff, Alberta, Canada, September 2-4, 2011, 9–16, IEEE, 2011
    @inproceedings{DBLP:conf/hpcc/MontanerSFD11,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Thulasiraman, Parimala and Yang, Laurence Tianruo and Pan, Qiwen and Liu, Xingang and Chen, Yaw{-}Chung and Huang, Yo{-}Ping and Chang, Lin{-}Huang and Hung, Che{-}Lun and Lee, Che{-}Rung and Shi, Justin Y. and Zhang, Ying},
      title = {Unleash Your Memory-Constrained Applications: {A} 32-Node Non-coherent
                        Distributed-Memory Prototype Cluster},
      booktitle = {13th {IEEE} International Conference on High Performance Computing
                        {\&} Communication, {HPCC} 2011, Banff, Alberta, Canada, September
                        2-4, 2011},
      pages = {9--16},
      publisher = {{IEEE}},
      year = {2011},
      url = {https://doi.org/10.1109/HPCC.2011.12},
      doi = {10.1109/HPCC.2011.12},
      timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
    }
    
  4. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    MEMSCALE\(^\mboxTM\): A Scalable Environment for Databases
    13th IEEE International Conference on High Performance Computing & Communication, HPCC 2011, Banff, Alberta, Canada, September 2-4, 2011, 339–346, IEEE, 2011
    @inproceedings{DBLP:conf/hpcc/MontanerSFD11a,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      editor = {Thulasiraman, Parimala and Yang, Laurence Tianruo and Pan, Qiwen and Liu, Xingang and Chen, Yaw{-}Chung and Huang, Yo{-}Ping and Chang, Lin{-}Huang and Hung, Che{-}Lun and Lee, Che{-}Rung and Shi, Justin Y. and Zhang, Ying},
      title = {MEMSCALE\({}^{\mbox{TM}}\): {A} Scalable Environment for Databases},
      booktitle = {13th {IEEE} International Conference on High Performance Computing
                        {\&} Communication, {HPCC} 2011, Banff, Alberta, Canada, September
                        2-4, 2011},
      pages = {339--346},
      publisher = {{IEEE}},
      year = {2011},
      url = {https://doi.org/10.1109/HPCC.2011.51},
      doi = {10.1109/HPCC.2011.51},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  5. Holger Fröning
    Network Interfaces
    Encyclopedia of Parallel Computing, 1292–1298, Springer, 2011
    @incollection{DBLP:reference/parallel/Froning11,
      author = {Fr{\"{o}}ning, Holger},
      editor = {Padua, David A.},
      title = {Network Interfaces},
      booktitle = {Encyclopedia of Parallel Computing},
      pages = {1292--1298},
      publisher = {Springer},
      year = {2011},
      url = {https://doi.org/10.1007/978-0-387-09766-4\_319},
      doi = {10.1007/978-0-387-09766-4\_319},
      timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
    }
    

2010

  1. Héctor Montaner, Federico Silla, Holger Fröning and José Duato
    Getting Rid of Coherency Overhead for Memory-Hungry Applications
    IEEE International Conference on Cluster Computing, Heraklion, Crete, Greece, 20-24 September, 2010, 48–57, IEEE Computer Society, 2010
    @inproceedings{DBLP:conf/cluster/MontanerSFD10,
      author = {Montaner, H{\'{e}}ctor and Silla, Federico and Fr{\"{o}}ning, Holger and Duato, Jos{\'{e}}},
      title = {Getting Rid of Coherency Overhead for Memory-Hungry Applications},
      booktitle = {{IEEE} International Conference on Cluster
                        Computing, Heraklion, Crete, Greece, 20-24 September, 2010},
      pages = {48--57},
      publisher = {{IEEE} Computer Society},
      year = {2010},
      url = {https://doi.org/10.1109/CLUSTER.2010.14},
      doi = {10.1109/CLUSTER.2010.14},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    
  2. Holger Fröning and Heiner Litz
    Efficient hardware support for the Partitioned Global Address Space
    24th IEEE International Symposium on Parallel and Distributed Processing, IPDPS 2010, Atlanta, Georgia, USA, 19-23 April 2010 - Workshop Proceedings, 1–6, IEEE, 2010
    @inproceedings{DBLP:conf/ipps/FroningL10,
      author = {Fr{\"{o}}ning, Holger and Litz, Heiner},
      title = {Efficient hardware support for the Partitioned Global Address Space},
      booktitle = {24th {IEEE} International Symposium on Parallel and Distributed Processing,
                        {IPDPS} 2010, Atlanta, Georgia, USA, 19-23 April 2010 - Workshop Proceedings},
      pages = {1--6},
      publisher = {{IEEE}},
      year = {2010},
      url = {https://doi.org/10.1109/IPDPSW.2010.5470851},
      doi = {10.1109/IPDPSW.2010.5470851},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2009

  1. Heiner Litz, Holger Fröning and Ulrich Brüning
    A HyperTransport 3 Physical Layer Interface for FPGAs
    Reconfigurable Computing: Architectures, Tools and Applications, 5th International Workshop, ARC 2009, Karlsruhe, Germany, March 16-18, 2009. Proceedings (Lecture Notes in Computer Science), 5453, 4–14, Springer, 2009
    @inproceedings{DBLP:conf/arc/LitzFB09,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Becker, J{\"{u}}rgen and Woods, Roger F. and Athanas, Peter M. and Morgan, Fearghal},
      title = {A HyperTransport 3 Physical Layer Interface for FPGAs},
      booktitle = {Reconfigurable Computing: Architectures, Tools and Applications, 5th
                        International Workshop, {ARC} 2009, Karlsruhe, Germany, March 16-18,
                        2009. Proceedings},
      series = {Lecture Notes in Computer Science},
      volume = {5453},
      pages = {4--14},
      publisher = {Springer},
      year = {2009},
      url = {https://doi.org/10.1007/978-3-642-00641-8\_4},
      doi = {10.1007/978-3-642-00641-8\_4},
      timestamp = {Fri, 19 Jul 2019 13:02:47 +0200},
    }
    
  2. Heiner Litz, Holger Fröning, Maximilian Thürmer and Ulrich Brüning
    An FPGA based verification platform for HyperTransport 3.x
    19th International Conference on Field Programmable Logic and Applications, FPL 2009, August 31 - September 2, 2009, Prague, Czech Republic, 631–634, IEEE, 2009
    @inproceedings{DBLP:conf/fpl/LitzFTB09,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and Th{\"{u}}rmer, Maximilian and Br{\"{u}}ning, Ulrich},
      editor = {Danek, Martin and Kadlec, Jiri and Nelson, Brent E.},
      title = {An {FPGA} based verification platform for HyperTransport 3.x},
      booktitle = {19th International Conference on Field Programmable Logic and Applications,
                        {FPL} 2009, August 31 - September 2, 2009, Prague, Czech Republic},
      pages = {631--634},
      publisher = {{IEEE}},
      year = {2009},
      url = {https://doi.org/10.1109/FPL.2009.5272393},
      doi = {10.1109/FPL.2009.5272393},
      timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
    }
    
  3. Holger Fröning, Heiner Litz and Ulrich Brüning
    Efficient Virtualization of High-Performance Network Interfaces
    The Eighth International Conference on Networks, ICN 2009, 1-6 March 2009, Gosier, Guadeloupe, France, 434–439, IEEE Computer Society, 2009
    @inproceedings{DBLP:conf/icn/FroningLB09,
      author = {Fr{\"{o}}ning, Holger and Litz, Heiner and Br{\"{u}}ning, Ulrich},
      editor = {Bestak, Robert and George, Laurent and Zaborovsky, Vladimir S. and Dini, Cosmin},
      title = {Efficient Virtualization of High-Performance Network Interfaces},
      booktitle = {The Eighth International Conference on Networks, {ICN} 2009, 1-6 March
                        2009, Gosier, Guadeloupe, France},
      pages = {434--439},
      publisher = {{IEEE} Computer Society},
      year = {2009},
      url = {https://doi.org/10.1109/ICN.2009.23},
      doi = {10.1109/ICN.2009.23},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    
  4. Mondrian Nüssle, Benjamin Geib, Holger Fröning and Ulrich Brüning
    An FPGA-Based Custom High Performance Interconnection Network
    ReConFig’09: 2009 International Conference on Reconfigurable Computing and FPGAs, Cancun, Quintana Roo, Mexico, 9-11 December 2009, Proceedings, 113–118, IEEE Computer Society, 2009
    @inproceedings{DBLP:conf/reconfig/NussleGFB09,
      author = {N{\"{u}}ssle, Mondrian and Geib, Benjamin and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Prasanna, Viktor K. and Torres, Lionel and Cumplido, Ren{\'{e}}},
      title = {An FPGA-Based Custom High Performance Interconnection Network},
      booktitle = {ReConFig'09: 2009 International Conference on Reconfigurable Computing
                        and FPGAs, Cancun, Quintana Roo, Mexico, 9-11 December 2009, Proceedings},
      pages = {113--118},
      publisher = {{IEEE} Computer Society},
      year = {2009},
      url = {https://doi.org/10.1109/ReConFig.2009.23},
      doi = {10.1109/RECONFIG.2009.23},
      timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
    }
    

2008

  1. Heiner Litz, Holger Fröning, Mondrian Nüssle and Ulrich Brüning
    VELO: A Novel Communication Engine for Ultra-Low Latency Message Transfers
    2008 International Conference on Parallel Processing, ICPP 2008, September 8-12, 2008, Portland, Oregon, USA, 238–245, IEEE Computer Society, 2008
    @inproceedings{DBLP:conf/icpp/LitzFNB08,
      author = {Litz, Heiner and Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Br{\"{u}}ning, Ulrich},
      title = {{VELO:} {A} Novel Communication Engine for Ultra-Low Latency Message
                        Transfers},
      booktitle = {2008 International Conference on Parallel Processing, {ICPP} 2008,
                        September 8-12, 2008, Portland, Oregon, {USA}},
      pages = {238--245},
      publisher = {{IEEE} Computer Society},
      year = {2008},
      url = {https://doi.org/10.1109/ICPP.2008.85},
      doi = {10.1109/ICPP.2008.85},
      timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
    }
    

2005

  1. Holger Fröning, Mondrian Nüssle, David Slogsnat, Patrick R. Haspel and Ulrich Brüning
    Performance Evaluation of the ATOLL Interconnect
    IASTED International Conference on Parallel and Distributed Computing and Networks, part of the 23rd Multi-Conference on Applied Informatics, Innsbruck, Austria, February 15-17, 2005, 129–134, IASTED/ACTA Press, 2005
    @inproceedings{DBLP:conf/pdcn/FroningNSHB05,
      author = {Fr{\"{o}}ning, Holger and N{\"{u}}ssle, Mondrian and Slogsnat, David and Haspel, Patrick R. and Br{\"{u}}ning, Ulrich},
      editor = {Fahringer, Thomas and Hamza, M. H.},
      title = {Performance Evaluation of the {ATOLL} Interconnect},
      booktitle = {{IASTED} International Conference on Parallel and
                        Distributed Computing and Networks, part of the 23rd Multi-Conference
                        on Applied Informatics, Innsbruck, Austria, February 15-17, 2005},
      pages = {129--134},
      publisher = {{IASTED/ACTA} Press},
      year = {2005},
      timestamp = {Sat, 04 Aug 2018 01:00:00 +0200},
    }
    
  2. Mondrian Nüssle, Holger Fröning and Ulrich Brüning
    Swordfish: A Simulator for High-Performance Networks
    International Conference on Parallel and Distributed Computing Systems, PDCS 2005, November 14-16, 2005, Phoenix, AZ, USA, 530–535, IASTED/ACTA Press, 2005
    @inproceedings{DBLP:conf/pdcs/NussleFB05,
      author = {N{\"{u}}ssle, Mondrian and Fr{\"{o}}ning, Holger and Br{\"{u}}ning, Ulrich},
      editor = {Zheng, S. Q.},
      title = {Swordfish: {A} Simulator for High-Performance Networks},
      booktitle = {International Conference on Parallel and Distributed Computing Systems,
                        {PDCS} 2005, November 14-16, 2005, Phoenix, AZ, {USA}},
      pages = {530--535},
      publisher = {{IASTED/ACTA} Press},
      year = {2005},
      timestamp = {Wed, 09 Nov 2022 13:58:44 +0100},
    }
    

2002

  1. Ulrich Brüning, Holger Fröning, Patrick R. Schulz and Lars Rzymianowicz
    ATOLL: Performance and Cost Optimization of a SAN Interconnect
    International Conference on Parallel and Distributed Computing Systems, PDCS 2002, November 4-6, 2002, Cambridge, USA, 496–501, IASTED/ACTA Press, 2002
    @inproceedings{DBLP:conf/pdcs/BruningFSR02,
      author = {Br{\"{u}}ning, Ulrich and Fr{\"{o}}ning, Holger and Schulz, Patrick R. and Rzymianowicz, Lars},
      editor = {Akl, Selim G. and Gonzalez, Teofilo F.},
      title = {{ATOLL:} Performance and Cost Optimization of a {SAN} Interconnect},
      booktitle = {International Conference on Parallel and Distributed Computing Systems,
                        {PDCS} 2002, November 4-6, 2002, Cambridge, {USA}},
      pages = {496--501},
      publisher = {{IASTED/ACTA} Press},
      year = {2002},
      timestamp = {Sat, 04 Aug 2018 01:00:00 +0200},
    }
    

Theses

  1. Holger Fröning
    Architectural improvements of interconnection network interfaces
    , 2007
    @phdthesis{DBLP:phd/de/Froning2007,
      author = {Fr{\"{o}}ning, Holger},
      title = {Architectural improvements of interconnection network interfaces},
      school = {University of Mannheim, Germany},
      year = {2007},
      url = {https://nbn-resolving.org/urn:nbn:de:bsz:180-madoc-14307},
      urn = {urn:nbn:de:bsz:180-madoc-14307},
      timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
    }