Taming the Long Tail: Rebalancing Adversarial Training via Adaptive Perturbation

Lilin Zhang, Yimo Guo, Yue Li +2

Deep neural networks are highly vulnerable to adversarial examples, i.e.,small perturbations that can significantly degrade model performance. While adversarial training has become…