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- W4313305578 abstract "Distributionally robust optimization (DRO) can improve the robustness and fairness of learning methods. In this paper, we devise stochastic algorithms for a class of DRO problems including group DRO, subpopulation fairness, and empirical conditional value at risk (CVaR) optimization. Our new algorithms achieve faster convergence rates than existing algorithms for multiple DRO settings. We also provide a new information-theoretic lower bound that implies our bounds are tight for group DRO. Empirically, too, our algorithms outperform known methods" @default.
- W4313305578 created "2023-01-06" @default.
- W4313305578 creator A5019397097 @default.
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- W4313305578 date "2022-12-27" @default.
- W4313305578 modified "2023-09-23" @default.
- W4313305578 title "Optimal algorithms for group distributionally robust optimization and beyond" @default.
- W4313305578 doi "https://doi.org/10.48550/arxiv.2212.13669" @default.
- W4313305578 hasPublicationYear "2022" @default.
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