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fair-pac learning

2 papers

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Co-occurring keywords · papers mentioning both

fair machine learning (2) statistical learning (2) welfare optimization (1) power-mean function (1) holder continuity (1) welfare function (1) welfare economics (1) provable fairness (1) malfare minimization (1) statistical parity (1)

Papers

Revisiting Fair-PAC Learning and the Axioms of Cardinal Welfare AISTATS 2023 An Axiomatic Theory of Provably-Fair Welfare-Centric Machine Learning NeurIPS 2021