堅牢性向上手法

Tensor Dropout for Robust Learning

Authors: Arinbjörn Kolbeinsson, Jean Kossaifi, Yannis Panagakis, Adrian Bulat, Anima Anandkumar, Ioanna Tzoulaki, Paul Matthews | Published: 2019-02-27 | Updated: 2020-12-11
モデルの頑健性保証
医療画像分析
堅牢性向上手法

Distributed Byzantine Tolerant Stochastic Gradient Descent in the Era of Big Data

Authors: Richeng Jin, Xiaofan He, Huaiyu Dai | Published: 2019-02-27 | Updated: 2019-03-06
ビザンチン合意メカニズム
収束特性
堅牢性向上手法

Disentangled Deep Autoencoding Regularization for Robust Image Classification

Authors: Zhenyu Duan, Martin Renqiang Min, Li Erran Li, Mingbo Cai, Yi Xu, Bingbing Ni | Published: 2019-02-27
データ拡張技術
バックドア攻撃
堅牢性向上手法

AutoGAN: Robust Classifier Against Adversarial Attacks

Authors: Blerta Lindqvist, Shridatt Sugrim, Rauf Izmailov | Published: 2018-12-08
モデルの頑健性保証
堅牢性向上手法
実験的検証

Gradient Adversarial Training of Neural Networks

Authors: Ayan Sinha, Zhao Chen, Vijay Badrinarayanan, Andrew Rabinovich | Published: 2018-06-21
堅牢性向上手法
敵対的学習
敵対的訓練

Manifold Mixup: Better Representations by Interpolating Hidden States

Authors: Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, Aaron Courville, David Lopez-Paz, Yoshua Bengio | Published: 2018-06-13 | Updated: 2019-05-11
クラス選択性
堅牢性向上手法
深層学習技術