نسخة أولية وصول مفتوح
A Comprehensive View of Fairness through Distributional Stability
We view fairness as a property of distributional stability. Rather than assessing a predictor under a fixed data distribution, we study how its predictions change under perturbations that modify the composition of protected groups. A predictor is fair if it remains stable under such shifts. Under this perspective, seve …