Geometry of Relaxed Fair Regression: A Unified Framework for Aware and Unaware Settings

M. Generali Lince, V. Divol, R. Flamary +2

Fairness-accuracy trade-offs are a central concern in the deployment of fairness-aware machine learning methods. When sensitive attributes are unavailable at inference time-the so…