Yiling Xie

works on

adversarial training 1 generalization 1 kernel methods 1 nonparametric learning 1 robustness 1

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math.ST2025

Asymptotic Behavior of Adversarial Training Estimator under $ℓ_{\infty}$ -Perturbation

Yiling Xie, Xiaoming Huo

Adversarial training has been proposed to protect machine learning models against adversarial attacks. This paper focuses on adversarial training under $ℓ_{\infty}$ -perturbation,…

math.ST2024

High-dimensional (Group) Adversarial Training in Linear Regression

Yiling Xie, Xiaoming Huo

Adversarial training can achieve robustness against adversarial perturbations and has been widely used in machine learning models. This paper delivers a non-asymptotic consistency…

Asymptotic Behavior of Adversarial Training Estimator under ℓ∞​-Perturbation

High-dimensional (Group) Adversarial Training in Linear Regression

Asymptotic Behavior of Adversarial Training Estimator under $ℓ_{\infty}$ -Perturbation