@article{CTT100845805,
  author = {Yosuke Oyama and Naoya Maruyama and Nikoli Dryden and Erin McCarthy and Peter Harrington and Jan Balewski and Satoshi Matsuoka and Peter Nugent and Brian Van Essen},
  title = {The Case for Strong Scaling in Deep Learning: Training Large 3D CNNs with Hybrid Parallelism},
  journal = {IEEE Transactions on Parallel & Distributed Systems (TPDS)},
  year = 2021,
}

@inproceedings{CTT100845807,
  author = {Jens Domke and Emil Vatai and Alexsandr Drozd and Peng Chen and Yosuke Oyama and Lingqi Zhang and Shweta Salaria and Daichi Mukunoki and Artur Podobas and Mohamed Wahib and Satoshi Matsuoka},
  title = {Matrix Engines for High Performance Computing: A Paragon of Performance or Grasping at Straws?},
  booktitle = {},
  year = 2021,
}

@inproceedings{CTT100802961,
  author = {Yosuke Oyama and Naoya Maruyama and Nikoli Dryden and Peter Harrington and Jan Balewski and Satoshi Matsuoka and Marc Snir and Peter Nugent and Brian Van Essen},
  title = {Toward Training a Large 3D Cosmological CNN with Hybrid Parallelization},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100802588,
  author = {Yosuke Oyama and Naoya Maruyama and Nikoli Dryden and Peter Harrington and Jan Balewski and Satoshi Matsuoka and Marc Snir and Peter Nugent and Brian Van Essen},
  title = {Toward Training a Large 3D Cosmological CNN with Hybrid Parallelization},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100800873,
  author = {Yosuke Oyama and Naoya Maruyama and Nikoli Dryden and Peter Harrington and Jan Balewski and Satoshi Matsuoka and Marc Snir and Peter Nugent and Brian Van Essen},
  title = {Toward Training a Large 3D Cosmological CNN with Hybrid Parallelization},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100802673,
  author = {土川 稔生 and 遠藤 敏夫 and 野村 哲弘 and 近藤正章 and 大山 洋介 and 松岡 聡},
  title = {メモリアクセスデータを用いた機械学習によるアプリケーションの類型化},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793973,
  author = {Yosuke Oyama and Tal Ben-Nun and Torsten Hoefler and Satoshi Matsuoka},
  title = {u-cuDNN: Accelerating Deep Learning Frameworks with Micro-Batches},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100771394,
  author = {Yosuke Oyama and Tal Ben-Nun and Torsten Hoefler and Satoshi Matsuoka},
  title = {Accelerating Deep Learning Frameworks with Micro-batches},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100802677,
  author = {土川稔生 and 大山洋介 and 野村哲弘 and 松岡聡},
  title = {機械学習による計算機トレースの自動生成},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100802679,
  author = {八島慶汰 and 大山洋介 and 松岡聡},
  title = {深層学習におけるBatchNormalization使用時の計算時間と精度の関係性},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100758523,
  author = {Yosuke Oyama and Tal Ben-Nun and Torsten Hoefler and Satoshi Matsuoka},
  title = {Less is More: Accelerating Deep Neural Networks with Micro-Batching},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100829961,
  author = {Ikuro Sato and Ryo Fujisaki and Yosuke Oyama and Akihiro Nomura and Satoshi Matsuoka},
  title = {Asynchronous, data-parallel deep convolutional neural network training with linear prediction model for parameter transition},
  booktitle = {International Conference on Neural Information Processing},
  year = 2017,
}

@inproceedings{CTT100741817,
  author = {Yosuke Oyama and Akihiro Nomura and Ikuro Sato and Hiroki Nishimura and Yukimasa Tamatsu and Satoshi Matsuoka},
  title = {Predicting Probabilistic Parameters of a Large-Scale Asynchronous SGD Deep Learning System},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100737165,
  author = {大山洋介 and 野村哲弘 and 佐藤育郎 and 松岡聡},
  title = {ディープラーニングのデータ並列学習における少精度浮動小数点数を用いた通信量の削減},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100734705,
  author = {Yosuke Oyama and Akihiro Nomura and Ikuro Sato and Hiroki Nishimura and Yukimasa Tamatsu and Satoshi Matsuoka},
  title = {Predicting Statistics of Asynchronous SGD Parameters for a Large-Scale Distributed Deep Learning System on GPU Supercomputers},
  booktitle = {},
  year = 2016,
}

@inproceedings{CTT100734459,
  author = {Yosuke Oyama and Hiroki Ohtsuji and Jun Kato and Kosuke Suzuki and Mitsuru Sato and Eiji Yoshida},
  title = {Partially-Decompressible Dictionary Based Compression Format for All Flash Array},
  booktitle = {},
  year = 2016,
}

@inproceedings{CTT100734458,
  author = {大山洋介 and 野村哲弘 and 佐藤育郎 and 西村裕紀 and 玉津幸政 and 松岡聡},
  title = {学習条件を考慮した大規模非同期ディープラーニングシステムの性能モデリング},
  booktitle = {},
  year = 2016,
}

@inproceedings{CTT100704626,
  author = {Yosuke Oyama and Akihiro Nomura and Ikuro Sato and Hiroki Nishimura and Yukimasa Tamatsu and SATOSHI MATSUOKA},
  title = {Training Condition Conscious Performance Modeling of an Asynchronous Data-Parallel Deep Learning System},
  booktitle = {},
  year = 2016,
}

@misc{CTT100845804,
  author = {Jens Domke and Emil Vatai and Alexsandr Drozd and Peng Chen and Yosuke Oyama and Lingqi Zhang and Shweta Salaria and Daichi Mukunoki and Artur Podobas and Mohamed Wahib and Satoshi Matsuoka},
  title = {Matrix Engines for High Performance Computing: A Paragon of Performance or Grasping at Straws?},
  year = 2020,
}

@misc{CTT100845803,
  author = {Yosuke Oyama and Naoya Maruyama and Nikoli Dryden and Erin McCarthy and Peter Harrington and Jan Balewski and Satoshi Matsuoka and Peter Nugent and Brian Van Essen},
  title = {The Case for Strong Scaling in Deep Learning: Training Large 3D CNNs with Hybrid Parallelism},
  year = 2020,
}

@misc{CTT100771395,
  author = {Yosuke Oyama and Tal Ben-Nun and Torsten Hoefler and Satoshi Matsuoka},
  title = {μ-cuDNN},
  year = 2018,
}

@misc{CTT100764211,
  author = {Yosuke Oyama and Tal Ben-Nun and Torsten Hoefler and SATOSHI MATSUOKA},
  title = {μ-cuDNN: Accelerating Deep Learning Frameworks with Micro-Batching},
  year = 2018,
}

@misc{CTT100887766,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  year = 2021,
}

@misc{CTT100844426,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  year = 2021,
}

@misc{CTT100844427,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  year = 2021,
}

@misc{CTT100774295,
  author = {松岡聡 and 野村哲弘 and 大山洋介 and 佐藤　育郎 and 藤崎　亮},
  title = {学習システムおよび学習方法},
  howpublished = {登録特許},
  year = 2020,
  month  = {},
  note   = {特願2016-253169(2016/12/27), 特開2018-106489(2018/07/05), 特許第6704583号(2020/05/15)}
}


@misc{CTT100768968,
  author = {松岡聡 and 野村哲弘 and 大山洋介 and 佐藤 育郎　 and 西村 裕紀　},
  title = {予測装置、予測方法および予測プログラム},
  howpublished = {登録特許},
  year = 2019,
  month  = {},
  note   = {特願2016-150221(2016/07/29), 特開2018-018422(2018/02/01), 特許第6635265号(2019/12/27)}
}




@phdthesis{CTT100887766,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  school = {東京工業大学},
  year = 2021,
}

@phdthesis{CTT100844426,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  school = {東京工業大学},
  year = 2021,
}

@phdthesis{CTT100844427,
  author = {Yosuke Oyama},
  title = {Hierarchical Hybrid Parallel Training of Large-Scale Convolutional Neural Networks},
  school = {東京工業大学},
  year = 2021,
}