Sharp Statistical Guaratees for Adversarially Robust Gaussian Classification

Chen Dan, Yuting Wei, Pradeep Ravikumar

Abstract: Adversarial robustness has become a fundamental requirement in modern machine learning applications. Yet, there has been surprisingly little statistical understanding so far. In this paper, we prov...