Active approximately metric-fair learning

Yiting Cao, Chao Lan

Abstract: Existing studies on individual fairness focus on the passive setting and typically require $O(\frac{1}{\varepsilon^2})$ labeled instances to achieve an $\varepsilon$ bias budget. In this paper, we ...