Fair Densities via Boosting the Sufficient Statistics of Exponential Families

Alexander Soen, Hisham Husain, Richard Nock. Fair Densities via Boosting the Sufficient Statistics of Exponential Families. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 32105-32144, PMLR, 2023. [doi]

Abstract

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