Adversarial Finetuning with Latent Representation Constraint to Mitigate Accuracy-Robustness Tradeoff

Satoshi Suzuki, Shin'ya Yamaguchi, Shoichiro Takeda +4

This paper addresses the tradeoff between standard accuracy on clean examples and robustness against adversarial examples in deep neural networks (DNNs). Although adversarial train…