Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness

Longwei Wang, Ifrat Ikhtear Uddin, KC Santosh +3

Adversarial examples reveal critical vulnerabilities in deep neural networks by exploiting their sensitivity to imperceptible input perturbations. While adversarial training remain…