"Yuichiro Ueno,Kazuki Osawa,Yohei Tsuji,Akira Naruse,Rio Yokota","Rich Information is Affordable: A Systematic Performance Analysis of Second-order Optimization Using K-FAC","24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining",,,,,,2021,Aug.
"Kazuki Osawa,Yohei Tsuji,Yuichiro Ueno,Akira Naruse,Chuan-Sheng Foo,Rio Yokota","Scalable and Practical Natural Gradient for Large-Scale Deep Learning",,"IEEE Transactions on Pattern Analysis and Machine Intelligence",,,,,2020,June
"Rio Yokota,Yohei Tsuji,Kazuki Osawa","Second Order Optimization for Distributed Data-parallel Deep Learning on 4000 GPUs","I2R-TokyoTech Co-workshop on DL 2.0",,,,,,2020,Mar.
"Yohei Tsuji,Kazuki Osawa,Yuichiro Ueno,Akira Naruse,Rio Yokota,Satoshi Matsuoka","Performance Optimizations and Analysis of Distributed Deep Learning with Approximated Second-Order Optimization Method","International Conference on Parallel Processing: The 1st Workshop on Parallel and Distributed Machine Learning","Proceedings of the 48th International Conference on Parallel Processing: Workshops",,,"No. 21",,2019,Aug.
"Kazuki Osawa,Yohei Tsuji,Yuichiro Ueno,Akira Naruse,Rio Yokota,Satoshi Matsuoka","Second-order Optimization Method for Large Mini-batch: Training ResNet-50 on ImageNet in 35 Epochs","IEEE/CVF Conference on Computer Vision and Pattern Recognition",,,,,,2019,June
"横田理央,大沢和樹,辻陽平,上野裕一郎,成瀬彰","大規模並列深層学習における2次の最適化手法の効果","電子情報通信学会総合大会",,,,,,2019,Mar.
"辻 陽平,野村 哲弘,實本 英之,佐藤 育郎,松岡 聡","動的なプロセス数操作による分散深層学習の耐故障性と性能評価",,"情報処理学会研究報告 IPSJ SIG Technical Report",,,,,2017,July