Topology-preserving Adversarial Training for Alleviating Natural Accuracy Degradation

Xiaoyue Mi, Fan Tang, Yepeng Weng +5

Despite the effectiveness in improving the robustness of neural networks, adversarial training has suffered from the natural accuracy degradation problem, i.e., accuracy on natural…