2024
High-dimensional (Group) Adversarial Training in Linear Regression
NeurIPS 2024poster
Adversarial training can achieve robustness against adversarial perturbations and has been widely used in machine-learning models. This paper delivers a non-asymptotic consistency analysis of the adversarial training procedure under $\ell_\infty$-perturbation in high-dimensional linear regression. I…