Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family

Hanrui Wang, Ruihao Zheng, Shuo Wang +3

Adversarial robustness optimization aims to preserve correct prediction under adversarial perturbations, and has produced substantial robustness gains through methods such as adver…