Adversarial Robustness Guarantees for Classification with Gaussian Processes

Arno Blaas, Andrea Patane, Luca Laurenti +3

We investigate adversarial robustness of Gaussian Process Classification (GPC) models. Given a compact subset of the input space $T\subseteq {\mathbb{R}}^d$ enclosing a test point $x…