2025
Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness
NeurIPS 2025spotlight
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…