Sensitivity as a Double-Edged Sword: A Trade-off Between Discriminability and Adversarial Robustness

Kai Wang

Modern neural networks are highly susceptible to adversarial perturbations. In this work, we identify that part of this vulnerability stems from the sensitivity of the widely used…