FairTree: Subgroup Fairness Auditing of Machine Learning Models with Bias-Variance Decomposition
arXiv:2604.19357v1 Announce Type: new
Abstract: The evaluation of machine learning models typically relies mainly on performance metrics based on loss functions, which risk to overlook changes in performance in relevant subgroups. Auditing tools such …