Regularization properties of adversarially-trained linear regression

Antônio H. Ribeiro, Dave Zachariah, Francis Bach +1

State-of-the-art machine learning models can be vulnerable to very small input perturbations that are adversarially constructed. Adversarial training is an effective approach to de…