Understanding Adversarial Training: Increasing Local Stability of Neural Nets through Robust Optimization

Uri Shaham, Yutaro Yamada, Sahand Negahban

We propose a general framework for increasing local stability of Artificial Neural Nets (ANNs) using Robust Optimization (RO). We achieve this through an alternating minimization-m…