"Hiroki Naganuma,Kartik Ahuja,Shiro Takagi,Tetsuya Motokawa,Rio Yokota,Kohta Ishikawa,Ikuro Sato,Ioannis Mitliagkas","Empirical Study on Optimizer Selectionfor Out-of-Distribution GeneralizationAbstract",,"Transactions on Machine Learning Research",,,,,2023,June
"Hiroki Naganuma,Kartik Ahuja,Ioannis Mitliagkas,Shiro Takagi,Tetsuya Motokawa,Rio Yokota,Kohta Ishikawa,Ikuro Sato","Empirical Study on Optimizer Selection for Out-of-Distribution Generalization","NeurIPS 2022 Workshop on Distribution Shift","Proc. NeurIPS 2022",,,,,2022,Nov.
"所畑貴大,長沼大樹,横田理央","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","第８２回情報処理学会全国大会",,,,,,2020,Mar.
"Hiroki Naganuma,Rio Yokota","On Empirical Analysis of Layer-wised Learning Rate Schedule","ACML 2019 Workshop on Statistics & Machine Learning Researchers",,,,,,2019,Nov.
"Hiroki Naganuma,Rio Yokota","A Performance Improvement Approach for Second-Order Optimization in Large Mini-batch Training","2nd High Performance Machine Learning Workshop CCGrid2019 (HPML2019)",,,,,,2019,May
"長沼 大樹,横田 理央","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","The 3rd Cross-disciplinary Workshop on Computing Systems, Infrastructures, and Programming (xSIG)",,,,,,2019,May
"長沼 大樹,横田 理央","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","電子情報通信学会総合大会",,,,,,2019,Mar.
"長沼大樹,横田理央","大規模並列深層学習のための目的関数の平滑化","第81回情報処理学会全国大会",,,,,,2019,Mar.
"長沼大樹,岩瀬 駿,郭 林昇,中田 光,横田 理央","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","第17回情報科学技術フォーラム 2018",,,,,,2018,Sept.
"Hiroki Naganuma,Rio Yokota","Accelerating Convolutional Neural Networks Using Low Precision Arithmetic","HPC Asia",,,,,,2018,Jan.
"長沼大樹,横田理央","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","GTC Japan",,,,,,2017,Dec.
"大沢和樹,関谷翠,長沼大樹,横田理央","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","パターン認識・メディア理解研究会",,,,,,2017,Oct.
"長沼大樹,関谷翠,大沢和樹,大友広幸,桑村裕二,横田理央","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","パターン認識・メディア理解研究会",,,,,,2017,Oct.
"長沼大樹,大沢和樹,関谷翠,横田理央","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","日本応用数理学会年会",,,,,,2017,Sept.
"Kazuki Oosawa,Akira Sekiya,Hiroki Naganuma,Rio Yokota","Accelerating Matrix Multiplication in Deep Learning by Using Low-Rank Approximation","The 2017 International Conference on High Performance Computing & Simulation",,,,,,2017,July
"大沢和樹,関谷翠,長沼大樹,横田理央","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","第22回計算工学講演会","計算工学講演会論文集 Vol.22",,,,,2017,May
"関谷翠,大沢和樹,長沼大樹,横田理央","低ランク近似を用いた深層学習の行列積の高速化","第158回ハイパフォーマンスコンピューティング研究発表会",,,,,,2017,Mar.