Understanding Adversarial Robustness Against On-manifold Adversarial Examples

Jiancong Xiao, Liusha Yang, Yanbo Fan +2

Deep neural networks (DNNs) are shown to be vulnerable to adversarial examples. A well-trained model can be easily attacked by adding small perturbations to the original data. One…