Fair for All: Best-effort Fairness Guarantees for Classification

Anilesh K. Krishnaswamy, Zhihao Jiang, Kangning Wang +2

Standard approaches to group-based notions of fairness, such as \emph{parity} and \emph{equalized odds}, try to equalize absolute measures of performance across known groups (based…