Jul 2026
Adversarial Frontiers: Minimum-Norm Attack Ensembles for Robustness Evaluation
A unified evaluation framework based on a comprehensive pool of minimum-norm attacks and robustness--perturbation curves across $\ell_0, $\ell_1, $\ell_2$ and $\ell_\infty$ norms", and proposes the Defense Optimality Index to rank defenses by their gap to the defense frontier.
Luca Scionis, Luca Melis, Maura Pintor et al.
· arXiv.org · 0 citations