Statistically robust neural network classification

Benjie Wang, Stefan Webb, Tom Rainforth

Abstract: Despite their numerous successes, there are many scenarios where adversarial risk metrics do not provide an appropriate measure of robustness. For example, test-time perturbations may occur in a pr...