Understanding Adversarial Behavior of DNNs by Disentangling Non-Robust and Robust Components in Performance Metric

Yujun Shi, Benben Liao, Guangyong Chen +3

The vulnerability to slight input perturbations is a worrying yet intriguing property of deep neural networks (DNNs). Despite many previous works studying the reason behind such ad…