New Paradigm of Adversarial Training: Releasing Accuracy-Robustness Trade-Off via Dummy Class

Yanyun Wang, Li Liu, Zi Liang +4

Adversarial Training (AT) is one of the most effective methods to enhance the robustness of Deep Neural Networks (DNNs). However, existing AT methods suffer from an inherent accura…