A Theoretical Perspective on Subnetwork Contributions to Adversarial Robustness

no code implementations • 7 Jul 2023 • Jovon Craig, Josh Andle, Theodore S. Nowak, Salimeh Yasaei Sekeh

To better understand these attacks and facilitate more efficient adversarial training, in this paper we develop a novel theoretical framework that investigates how the adversarial robustness of a subnetwork contributes to the robustness of the entire network.

Adversarial Robustness