Kavli Affiliate: Ran Wang | First 5 Authors: Ran Wang, Xinlei Zhou, Meng Hu, Rihao Li, Wenhui Wu | Summary: Despite the remarkable success of deep neural networks (DNNs), the security threat of adversarial attacks poses a significant challenge to the reliability of DNNs. In this paper, both theoretically and empirically, we discover a universal […]
Continue.. Feature Statistics with Uncertainty Help Adversarial Robustness