Adversarial Examples as an Input-Fault Tolerance Problem.

We analyze the adversarial examples problem in terms of a modelu0027s fault tolerance with respect to its input. Whereas previous work focuses on arbitrarily strict threat models, i.e., $epsilon$-perturbations, we consider arbitrary valid inputs and propose an information-based characteristic for evaluating tolerance to diverse input faults.