Relationship between manifold smoothness and adversarial vulnerability in deep learning with local errors

Zijian Jiang, Jianwen Zhou, Haiping Huang

Artificial neural networks can achieve impressive performances, and even outperform humans in some specific tasks. Nevertheless, unlike biological brains, the artificial neural net…