You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle

Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong

Neural Information Processing Systems 

Deep learning achieves state-of-the-art results in many tasks in computer vision and natural language processing.