Non-Asymptotic Bounds for Adversarial Excess Risk under Misspecified Models

no code implementations • 2 Sep 2023 • Changyu Liu, Yuling Jiao, Junhui Wang, Jian Huang

For the quadratic loss in nonparametric regression, we show that the adversarial excess risk bound can be improved over those for a general loss.

Adversarial Attack regression