Ifrat Ikhtear Uddin

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

Adversarial examples reveal critical vulnerabilities in deep neural networks by exploiting their sensitivity to imperceptible input perturbations. While adversarial training remains the predominant defense strategy, it often incurs significant computational cost and may compromise clean-data accurac…