The Effects of Image Distribution and Task on Adversarial Robustness

Owen Kunhardt, Arturo Deza, Tomaso Poggio

In this paper, we propose an adaptation to the area under the curve (AUC) metric to measure the adversarial robustness of a model over a particular $\epsilon$-interval $[{\epsilon }_0,{\epsilon }_1]$ (inter…