Evaluating Adversarial Robustness with Expected Viable Performance

Ryan McCoppin, Colin Dawson, Sean M. Kennedy +1

We introduce a metric for evaluating the robustness of a classifier, with particular attention to adversarial perturbations, in terms of expected functionality with respect to poss…