When fairness metrics fail: A utility-based perspective on $\varepsilon$-fairness
A utility-based framework that incorporates the consequences of decisions for the affected individuals and groups into the assessment of fairness and shows that a decision-making process can satisfy $\varepsilon$-fairness while nevertheless being maximally unfair once the utilities associated with its outcomes are take...