Minimax rates of convergence for nonparametric regression under adversarial attacks

Jingfu Peng, Yuhong Yang

Recent research shows the susceptibility of machine learning models to adversarial attacks, wherein minor but maliciously chosen perturbations of the input can significantly degrad…