disaggregated evaluation

A structured regression approach for evaluating model performance across intersectional subgroups

Disaggregated evaluation is a central task in AI fairness assessment, with the goal to measure an AI system's performance across different subgroups defined by combinations of demographic or other sensitive attributes. The standard approach is to …