The Double-Edged Sword of Implicit Bias: Generalization vs. Robustness in ReLU Networks

Neural Information Processing Systems 

In a seminal paper, Szegedy et al. [Sze+14] observed that deep networks are extremely vulnerable to adversarial examples, namely, very small perturbations to the inputs