Non-Asymptotic Bounds for Adversarial Excess Risk under Misspecified Models

Changyu Liu, Yuling Jiao, Junhui Wang +1

We propose a general approach to evaluating the performance of robust estimators based on adversarial losses under misspecified models. We first show that adversarial risk is equiv…