@article{CTT100832594,
  author = {Kazuki Osawa and Yohei Tsuji and Yuichiro Ueno and Akira Naruse and Chuan-Sheng Foo and Rio Yokota},
  title = {Scalable and Practical Natural Gradient for Large-Scale Deep Learning},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = 2020,
}

@inproceedings{CTT100854272,
  author = {Yuichiro Ueno and Kazuki Osawa and Yohei Tsuji and Akira Naruse and Rio Yokota},
  title = {Rich Information is Affordable: A Systematic Performance Analysis of Second-order Optimization Using K-FAC},
  booktitle = {},
  year = 2021,
}

@inproceedings{CTT100835682,
  author = {Rio Yokota and Yohei Tsuji and Kazuki Osawa},
  title = {Second Order Optimization for Distributed Data-parallel Deep Learning on 4000 GPUs},
  booktitle = {},
  year = 2020,
}

@inproceedings{CTT100803976,
  author = {Kazuki Osawa and Siddarth Swaroop and Anirudh Jain and Runa Eschenhagen and Richard E. Turner and Rio Yokota and Mohammad Emtiyaz Khan},
  title = {Practical Deep Learning with Bayesian Principles},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100815305,
  author = {Yohei Tsuji and Kazuki Osawa and Yuichiro Ueno and Akira Naruse and Rio Yokota and Satoshi Matsuoka},
  title = {Performance Optimizations and Analysis of Distributed Deep Learning with Approximated Second-Order Optimization Method},
  booktitle = {Proceedings of the 48th International Conference on Parallel Processing: Workshops},
  year = 2019,
}

@inproceedings{CTT100793663,
  author = {Kazuki Osawa and Yohei Tsuji and Yuichiro Ueno and Akira Naruse and Rio Yokota and Satoshi Matsuoka},
  title = {Second-order Optimization Method for Large Mini-batch: Training ResNet-50 on ImageNet in 35 Epochs},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793657,
  author = {大沢和樹 and 横田理央 and Chuan-Sheng Foo and Vijay Chandrasekhar},
  title = {Fisher情報行列の解析に基づく大規模深層学習のための二次最適化手法},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793655,
  author = {中田光 and 大沢和樹 and 横田理央},
  title = {自然勾配法に基づく変分深層学習},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793658,
  author = {横田理央 and 大沢和樹 and 辻陽平 and 上野裕一郎 and 成瀬彰},
  title = {大規模並列深層学習における2次の最適化手法の効果},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100760853,
  author = {大友 広幸 and 大沢 和樹 and 横田 理央},
  title = {フィッシャー情報行列のクロネッカー因子分解を用いた深層ニューラルネットワークの分散学習},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100759344,
  author = {大友広幸 and 大沢和樹 and 横田理央},
  title = {フィッシャー情報行列のクロネッカー因子分解を用いた深層学習},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100759343,
  author = {桑村祐二 and 大沢和樹 and 横田理央},
  title = {自然勾配法の近似手法における学習パラメータの調整},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100755397,
  author = {長沼大樹 and 関谷翠 and 大沢和樹 and 大友広幸 and 桑村裕二 and 横田理央},
  title = {深層学習における低精度演算を用いた高速化及びアクセラレーターの性能評価},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100755398,
  author = {大沢和樹 and 関谷翠 and 長沼大樹 and 横田理央},
  title = {低ランクテンソル分解を用いた畳み込みニューラルネットワークの高速化},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100751154,
  author = {Kazuki Oosawa and Rio Yokota},
  title = {Evaluating the Compression Efficiency of the Filters in Convolutional Neural Networks},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100755396,
  author = {長沼大樹 and 大沢和樹 and 関谷翠 and 横田理央},
  title = {深層学習における半精度演算を用いた圧縮モデルの高速化},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100751142,
  author = {Kazuki Oosawa and Akira Sekiya and Hiroki Naganuma and Rio Yokota},
  title = {Accelerating Matrix Multiplication in Deep Learning by Using Low-Rank Approximation},
  booktitle = {},
  year = 2017,
}

@inproceedings{CTT100751136,
  author = {大沢和樹 and 関谷翠 and 長沼大樹 and 横田理央},
  title = {畳み込みニューラルネットワークの低ランク近似を用いた高速化},
  booktitle = {計算工学講演会論文集 Vol.22},
  year = 2017,
}

@inproceedings{CTT100751133,
  author = {関谷翠 and 大沢和樹 and 長沼大樹 and 横田理央},
  title = {低ランク近似を用いた深層学習の行列積の高速化},
  booktitle = {},
  year = 2017,
}

@misc{CTT100887775,
  author = {Kazuki Oosawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  year = 2021,
}

@misc{CTT100844408,
  author = {Kazuki Osawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  year = 2021,
}

@misc{CTT100844407,
  author = {Kazuki Osawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  year = 2021,
}



@phdthesis{CTT100887775,
  author = {Kazuki Oosawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  school = {東京工業大学},
  year = 2021,
}

@phdthesis{CTT100844408,
  author = {Kazuki Osawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  school = {東京工業大学},
  year = 2021,
}

@phdthesis{CTT100844407,
  author = {Kazuki Osawa},
  title = {Second-order Optimization for Large-scale Deep Learning},
  school = {東京工業大学},
  year = 2021,
}