Imbalanced Gradients: A Subtle Cause of Overestimated Adversarial Robustness

Xingjun Ma, Linxi Jiang, Hanxun Huang +3

Evaluating the robustness of a defense model is a challenging task in adversarial robustness research. Obfuscated gradients have previously been found to exist in many defense meth…