Stable and Efficient Adversarial Training through Local Linearization

Zhuorong Li, Daiwei Yu

There has been a recent surge in single-step adversarial training as it shows robustness and efficiency. However, a phenomenon referred to as ``catastrophic overfitting" has been o…