Adaptive Adversarial Training

Transfer of Adversarial Robustness Between Perturbation Types

Authors: Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt | Published: 2019-05-03
Adversarial Example
Adversarial Attack Detection
Adaptive Adversarial Training

You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle

Authors: Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong | Published: 2019-05-02 | Updated: 2019-11-01
Selection and Evaluation of Optimization Algorithms
Machine Learning
Adaptive Adversarial Training

Adversarial Training for Free!

Authors: Ali Shafahi, Mahyar Najibi, Amin Ghiasi, Zheng Xu, John Dickerson, Christoph Studer, Larry S. Davis, Gavin Taylor, Tom Goldstein | Published: 2019-04-29 | Updated: 2019-11-20
Poisoning
Adversarial Example
Adaptive Adversarial Training