Theoretical Analysis of Adversarial Learning: A Minimax Approach

Zhuozhuo Tu, Jingwei Zhang, Dacheng Tao

Neural Information Processing Systems 

In this paper, we propose a general theoretical method for analyzing the risk bound in the presence of adversaries. Specifically, we try to fit the adversarial learning problem into the minimax framework.