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Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD.

, , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 89-160. PMLR, (2023)

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A distributional interpretation of robust optimization., , and . Allerton, page 552-556. IEEE, (2010)System level optimization in wireless networks with uncertain customer arrival rates., and . Allerton, page 1022-1029. IEEE, (2008)The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance., , , , , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 313-355. PMLR, (2022)Contextual Pandora's Box., , , , and . AAAI, page 10944-10952. AAAI Press, (2024)On the Computational and Statistical Complexity of Over-parameterized Matrix Sensing., , , and . J. Mach. Learn. Res., (2024)Prospective Side Information for Latent MDPs., , , and . ICML, OpenReview.net, (2024)Minimax Gaussian Classification & Clustering., , , and . AISTATS, volume 54 of Proceedings of Machine Learning Research, page 1-9. PMLR, (2017)Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression., , , , and . COLT, volume 99 of Proceedings of Machine Learning Research, page 2055-2110. PMLR, (2019)Learning Mixtures of Graphs from Epidemic Cascades., , , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 4342-4352. PMLR, (2020)Limited feedback for cognitive radio networks using compressed sensing., , and . Allerton, page 1090-1097. IEEE, (2010)