Yusuke Tsuzuku | DeepAI

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Featured Co-authors

Masashi Sugiyama
222 publications
Issei Sato
60 publications
Takuya Akiba
10 publications
Hiroto Imachi
2 publications

research

∙ 01/15/2019

Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks using PAC-Bayesian Analysis

The notion of flat minima has played a key role in the generalization pr...

12 Yusuke Tsuzuku, et al. ∙

research

∙ 09/11/2018

On the Structural Sensitivity of Deep Convolutional Networks to the Directions of Fourier Basis Functions

Data-agnostic quasi-imperceptible perturbations on inputs can severely d...

0 Yusuke Tsuzuku, et al. ∙

research

∙ 02/16/2018

Variance-based Gradient Compression for Efficient Distributed Deep Learning

Due to the substantial computational cost, training state-of-the-art dee...

0 Yusuke Tsuzuku, et al. ∙

research

∙ 02/12/2018

Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks

High sensitivity of neural networks against malicious perturbations on i...

0 Yusuke Tsuzuku, et al. ∙