@article{CTT100905175,
  author = {Hiroki Naganuma and Kartik Ahuja and Shiro Takagi and Tetsuya Motokawa and Rio Yokota and Kohta Ishikawa and Ikuro Sato and Ioannis Mitliagkas},
  title = {Empirical Study on Optimizer Selectionfor Out-of-Distribution GeneralizationAbstract},
  journal = {Transactions on Machine Learning Research},
  year = 2023,
}

@inproceedings{CTT100890864,
  author = {Hiroki Naganuma and Kartik Ahuja and Ioannis Mitliagkas and Shiro Takagi and Tetsuya Motokawa and Rio Yokota and Kohta Ishikawa and Ikuro Sato},
  title = {Empirical Study on Optimizer Selection for Out-of-Distribution Generalization},
  booktitle = {Proc. NeurIPS 2022},
  year = 2022,
}

@inproceedings{CTT100835686,
  author = {所畑貴大 and 長沼大樹 and 横田理央},
  title = {確率的重み付け平均法のラージバッチ学習における有用性の検証},
  booktitle = {},
  year = 2020,
}

@inproceedings{CTT100821426,
  author = {Hiroki Naganuma and Rio Yokota},
  title = {On Empirical Analysis of Layer-wised Learning Rate Schedule},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793661,
  author = {Hiroki Naganuma and Rio Yokota},
  title = {A Performance Improvement Approach for Second-Order Optimization in Large Mini-batch Training},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793662,
  author = {長沼 大樹 and 横田 理央},
  title = {ラージバッチ学習のための自然勾配学習法におけるSmoothingの有効性},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793659,
  author = {長沼 大樹 and 横田 理央},
  title = {ノイズ注入による平均化を用いたラージバッチ学習の汎化性能改善手法の検討},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100793653,
  author = {長沼大樹 and 横田理央},
  title = {大規模並列深層学習のための目的関数の平滑化},
  booktitle = {},
  year = 2019,
}

@inproceedings{CTT100771718,
  author = {長沼大樹 and 岩瀬 駿 and 郭 林昇 and 中田 光 and 横田 理央},
  title = {自然勾配近似法を用いた大規模並列深層学習におけるハイパーパラメータ最適化},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100759341,
  author = {Hiroki Naganuma and Rio Yokota},
  title = {Accelerating Convolutional Neural Networks Using Low Precision Arithmetic},
  booktitle = {},
  year = 2018,
}

@inproceedings{CTT100759338,
  author = {長沼大樹 and 横田理央},
  title = {畳み込みニューラル ネットワークにおける低精度演算を用いた高速化の検証},
  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{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{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,
}