Towards Robust Detection of Adversarial Examples

Tianyu Pang, Chao Du, Yinpeng Dong, Jun Zhu

Neural Information Processing Systems 

Although the recent progress is substantial, deep learning methods can be vulnerable to the maliciously generated adversarial examples.