Beyond Robustness: Resilience Verification of Tree-Based Classifiers

Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese +2

In this paper we criticize the robustness measure traditionally employed to assess the performance of machine learning models deployed in adversarial settings. To mitigate the limi…