Adaptive Causal Alignment for High-Confidence Adversarial Training

Zhiming Luo, Kejia Zhang, Yingxin Lai +3

Inverse adversarial training leverages high-confidence predictions to stabilize robust learning, yet we uncover a critical paradox: high confidence often stems from overfitting to…