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Understanding Approximate Fisher Information for Fast Convergence of Natural Gradient Descent in Wide Neural Networks


Oct 23, 2020
Ryo Karakida, Kazuki Osawa

* NeurIPS 2020 

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Scalable and Practical Natural Gradient for Large-Scale Deep Learning


Feb 13, 2020
Kazuki Osawa, Yohei Tsuji, Yuichiro Ueno, Akira Naruse, Chuan-Sheng Foo, Rio Yokota

* arXiv admin note: text overlap with arXiv:1811.12019 

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Practical Deep Learning with Bayesian Principles


Jun 06, 2019
Kazuki Osawa, Siddharth Swaroop, Anirudh Jain, Runa Eschenhagen, Richard E. Turner, Rio Yokota, Mohammad Emtiyaz Khan

* Under review 

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Second-order Optimization Method for Large Mini-batch: Training ResNet-50 on ImageNet in 35 Epochs


Dec 05, 2018
Kazuki Osawa, Yohei Tsuji, Yuichiro Ueno, Akira Naruse, Rio Yokota, Satoshi Matsuoka

* 10 pages, 7 figures 

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