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@inproceedings{DBLP:conf/sc/Chatzimichailidis19,
  author       = {Avraam Chatzimichailidis and
                  Janis Keuper and
                  Franz{-}Josef Pfreundt and
                  Nicolas R. Gauger},
  title        = {GradVis: Visualization and Second Order Analysis of Optimization Surfaces
                  during the Training of Deep Neural Networks},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {66--74},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00012},
  doi          = {10.1109/MLHPC49564.2019.00012},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sc/Chatzimichailidis19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/HeinrichF19,
  author       = {Greg Heinrich and
                  Iuri Frosio},
  title        = {Metaoptimization on a Distributed System for Deep Reinforcement Learning},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {19--30},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00008},
  doi          = {10.1109/MLHPC49564.2019.00008},
  timestamp    = {Wed, 05 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sc/HeinrichF19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/JohnstonYSCMPP19,
  author       = {Jeremy T. Johnston and
                  Steven R. Young and
                  Catherine D. Schuman and
                  Junghoon Chae and
                  Don D. March and
                  Robert M. Patton and
                  Thomas E. Potok},
  title        = {Fine-Grained Exploitation of Mixed Precision for Faster {CNN} Training},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {9--18},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00007},
  doi          = {10.1109/MLHPC49564.2019.00007},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sc/JohnstonYSCMPP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/LabergeSDKPL19,
  author       = {Gabriel Laberge and
                  Shahrzad Shirzad and
                  Patrick Diehl and
                  Hartmut Kaiser and
                  Serge Prudhomme and
                  Adrian S. Lemoine},
  title        = {Scheduling Optimization of Parallel Linear Algebra Algorithms Using
                  Supervised Learning},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {31--43},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00009},
  doi          = {10.1109/MLHPC49564.2019.00009},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sc/LabergeSDKPL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/LiNWB19,
  author       = {Jiali Li and
                  Bogdan Nicolae and
                  Justin M. Wozniak and
                  George Bosilca},
  title        = {Understanding Scalability and Fine-Grain Parallelism of Synchronous
                  Data Parallel Training},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00006},
  doi          = {10.1109/MLHPC49564.2019.00006},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sc/LiNWB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/MoonNKSFS19,
  author       = {Gordon Euhyun Moon and
                  Denis Newman{-}Griffis and
                  Jinsung Kim and
                  Aravind Sukumaran{-}Rajam and
                  Eric Fosler{-}Lussier and
                  P. Sadayappan},
  title        = {Parallel Data-Local Training for Optimizing Word2Vec Embeddings for
                  Word and Graph Embeddings},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {44--55},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00010},
  doi          = {10.1109/MLHPC49564.2019.00010},
  timestamp    = {Wed, 20 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sc/MoonNKSFS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/RamMPGK19,
  author       = {Raju Ram and
                  Sabine M{\"{u}}ller and
                  Franz{-}Josef Pfreundt and
                  Nicolas R. Gauger and
                  Janis Keuper},
  title        = {Scalable Hyperparameter Optimization with Lazy Gaussian Processes},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {56--65},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00011},
  doi          = {10.1109/MLHPC49564.2019.00011},
  timestamp    = {Thu, 16 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sc/RamMPGK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/sc/RupePCKEKPSPML19,
  author       = {Adam Rupe and
                  Prabhat and
                  James P. Crutchfield and
                  Nalini Kumar and
                  Vladislav Epifanov and
                  Karthik Kashinath and
                  Oleksandr Pavlyk and
                  Frank Schlimbach and
                  Mostofa Patwary and
                  Sergey Maidanov and
                  Victor W. Lee},
  title        = {DisCo: Physics-Based Unsupervised Discovery of Coherent Structures
                  in Spatiotemporal Systems},
  booktitle    = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  pages        = {75--87},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/MLHPC49564.2019.00013},
  doi          = {10.1109/MLHPC49564.2019.00013},
  timestamp    = {Thu, 06 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sc/RupePCKEKPSPML19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@proceedings{DBLP:conf/sc/2019mlhpc,
  title        = {2019 {IEEE/ACM} Workshop on Machine Learning in High Performance Computing
                  Environments, MLHPC@SC, Denver, CO, USA, November 18, 2019},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://ieeexplore.ieee.org/xpl/conhome/8945041/proceeding},
  isbn         = {978-1-7281-5985-0},
  timestamp    = {Wed, 05 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sc/2019mlhpc.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

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