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math.ST2024
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…
math.ST2023★ 1 cited
On optimality of Mallows model averaging
Jingfu Peng, Yang Li, Yuhong Yang
In the past decades, model averaging (MA) has attracted much attention as it has emerged as an alternative tool to the model selection (MS) statistical approach. Hansen [Econometri…