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cs.LG2021
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…
cs.LG2021★ 1 cited
EiFFFeL: Enforcing Fairness in Forests by Flipping Leaves
Seyum Assefa Abebe, Claudio Lucchese, Salvatore Orlando
Nowadays Machine Learning (ML) techniques are extensively adopted in many socially sensitive systems, thus requiring to carefully study the fairness of the decisions taken by such…