Adversarial learning for nonparametric regression: Minimax rate and adaptive estimation

Jingfu Peng, Yuhong Yang

Despite tremendous advancements of machine learning models and algorithms in various application domains, they are known to be vulnerable to subtle, natural or intentionally crafte…