Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy

Limor Gultchin, Vincent Cohen-Addad, Sophie Giffard-Roisin +2

Among the various aspects of algorithmic fairness studied in recent years, the tension between satisfying both \textit{sufficiency} and \textit{separation} -- e.g. the ratios of po…