When fairness metrics fail: A utility-based perspective on $\epsilon$-fairness

Tolulope Fadina, Thorsten Schmidt

Fairness in decision-making processes is often quantified using probabilistic metrics. However, these metrics need not reflect the consequences of decisions for the affected indivi…