On Certifying Non-Uniform Bounds against Adversarial Attacks

Chen Liu, Ryota Tomioka, Volkan Cevher

Abstract: This work studies the robustness certification problem of neural network models, which aims to find certified adversary-free regions as large as possible around data points. In contrast to the exis...