Mark Levene

Robustness of neural networks to random noise perturbations of their inputs

Mark Levene, Martyn Harris

We investigate the problem of the robustness of a trained neural network to the perturbation of its input values. More specifically, we examine the interplay between the accuracy of the network, as measured by the mean squared error, and robustness. Accordingly, we present a robu…Read more