Robustness Implies Generalization via Data-Dependent Generalization
Bounds

Robustness Implies Generalization via Data-Dependent Generalization Bounds

27 June 2022

Kenji Kawaguchi

Papers citing "Robustness Implies Generalization via Data-Dependent Generalization Bounds"

11 / 11 papers shown

Title
Multi-Task Dynamic Pricing in Credit Market with Contextual Information Adel Javanmard Jingwei Ji Renyuan Xu 66 1 0 18 Oct 2024
When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization? Zheyuan Hu Ameya Dilip Jagtap George Karniadakis Kenji Kawaguchi AI4CE PINN 47 87 0 20 Sep 2021
Adversarial Training Helps Transfer Learning via Better Representations Zhun Deng Linjun Zhang Kailas Vodrahalli Kenji Kawaguchi James Zou GAN 79 54 0 18 Jun 2021
Toward Better Generalization Bounds with Locally Elastic Stability Zhun Deng Hangfeng He Weijie J. Su 35 44 0 27 Oct 2020
How Does Mixup Help With Robustness and Generalization? Linjun Zhang Zhun Deng Kenji Kawaguchi Amirata Ghorbani James Zou AAML 75 250 0 09 Oct 2020
Concentration Inequalities for Multinoulli Random Variables Jian Qian Ronan Fruit Matteo Pirotta A. Lazaric 46 21 0 30 Jan 2020
Orthogonal Deep Neural Networks Kui Jia Shuai Li Yuxin Wen Tongliang Liu Dacheng Tao 68 134 0 15 May 2019
Regularisation of Neural Networks by Enforcing Lipschitz Continuity Henry Gouk E. Frank Bernhard Pfahringer M. Cree 170 477 0 12 Apr 2018
Generalization in Deep Learning Kenji Kawaguchi L. Kaelbling Yoshua Bengio ODL 86 459 0 16 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 280 8,878 0 25 Aug 2017
Parseval Networks: Improving Robustness to Adversarial Examples Moustapha Cissé Piotr Bojanowski Edouard Grave Yann N. Dauphin Nicolas Usunier AAML 136 807 0 28 Apr 2017