Improving Adversarial Robustness by Encouraging Discriminative Features

Chirag Agarwal, Anh Nguyen, Dan Schonfeld

Deep neural networks (DNNs) have achieved state-of-the-art results in various pattern recognition tasks. However, they perform poorly on out-of-distribution adversarial examples i.…