Adversarial Examples as an Input-Fault Tolerance Problem
Abstract
We analyze the adversarial examples problem in terms of a model’s fault tolerance
with respect to its input. Whereas previous work focuses on arbitrarily strict threat
models, i.e., -perturbations, we consider arbitrary valid inputs and propose an
information-based characteristic for evaluating tolerance to diverse input faults.
Research Areas
