2023
How Many Perturbations Break This Model? Evaluating Robustness Beyond Adversarial Accuracy
ICML 2023poster
Robustness to adversarial attacks is typically evaluated with adversarial accuracy. While essential, this metric does not capture all aspects of robustness and in particular leaves out the question of how many perturbations can be found for each point. In this work, we introduce an alternative appro…