Fair Representation Learning through Implicit Path Alignment

Changjian Shui, Qi Chen, Jiaqi Li, Boyu Wang, Christian Gagné

Abstract: We consider a fair representation learning perspective, where optimal predictors, on top of the data representation, are ensured to be invariant with respect to different sub-groups. Specifically, ...