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Fast Rates for Online Prediction with Abstention.

, and . COLT, volume 125 of Proceedings of Machine Learning Research, page 3030-3048. PMLR, (2020)

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Sharper bounds for uniformly stable algorithms, , and . (2019)cite arxiv:1910.07833Comment: 14 pages.Optimal learning via local entropies and sample compression.. COLT, volume 65 of Proceedings of Machine Learning Research, page 2023-2065. PMLR, (2017)Proper Learning, Helly Number, and an Optimal SVM Bound., , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 582-609. PMLR, (2020)Optimal PAC Bounds without Uniform Convergence., , , and . FOCS, page 1203-1223. IEEE, (2023)A Regret-Variance Trade-Off in Online Learning., , and . NeurIPS, (2022)Stability and Deviation Optimal Risk Bounds with Convergence Rate $O(1/n)$., and . NeurIPS, page 5065-5076. (2021)Exponential savings in agnostic active learning through abstention., and . COLT, volume 134 of Proceedings of Machine Learning Research, page 3806-3832. PMLR, (2021)Majority-of-Three: The Simplest Optimal Learner?, , , and . CoRR, (2024)Revisiting Agnostic PAC Learning., , and . CoRR, (2024)The One-Inclusion Graph Algorithm is not Always Optimal., , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 72-88. PMLR, (2023)