Giorgia Azzurra Marson

Closing the Gap: Achieving Better Accuracy-Robustness Tradeoffs against Query-Based Attacks

Although promising, existing defenses against query-based attacks share a common limitation: they offer increased robustness against attacks at the price of a considerable accuracy drop on clean samples. In this work, we show how to efficiently establish, at test-time, a solid tradeoff between robus…