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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 = {Wed, 05 Feb 2020 15:28:22 +0100},
  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 15:28:22 +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 = {Wed, 05 Feb 2020 15:28:22 +0100},
  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 = {Fri, 27 Mar 2020 00:00:00 +0100},
  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 = {Thu, 13 Feb 2020 00:00:00 +0100},
  biburl    = {https://dblp.org/rec/conf/sc/LiNWB19.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sc/MoonNKSFS19,
  author    = {Gordon E. 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, 05 Feb 2020 15:28:22 +0100},
  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 = {Wed, 05 Feb 2020 15:28:22 +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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