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An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression.

, and . CoRR, (2020)

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Fair learning with Wasserstein barycenters for non-decomposable performance measures., , and . CoRR, (2022)Fair learning with Wasserstein barycenters for non-decomposable performance measures., , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 2436-2459. PMLR, (2023)Addressing bias in online selection with limited budget of comparisons., , , and . CoRR, (2023)Classification with abstention but without disparities., and . UAI, volume 161 of Proceedings of Machine Learning Research, page 1227-1236. AUAI Press, (2021)A nonasymptotic law of iterated logarithm for robust online estimators., , and . CoRR, (2019)A nonasymptotic law of iterated logarithm for general M-estimators., , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 1331-1341. PMLR, (2020)Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling., , , and . CoRR, (2023)An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression., and . CoRR, (2020)Statistical guarantees for generative models without domination., , and . ALT, volume 132 of Proceedings of Machine Learning Research, page 1051-1071. PMLR, (2021)Nyström Kernel Mean Embeddings., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 3006-3024. PMLR, (2022)