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Message-passing for Graph-structured Linear Programs: Proximal Methods and Rounding Schemes.

, , and . J. Mach. Learn. Res., (2010)

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Stochastic Gradient Succeeds for Bandits., , , , , and . CoRR, (2024)Leveraging User-Triggered Supervision in Contextual Bandits., , and . CoRR, (2023)Provable RL with Exogenous Distractors via Multistep Inverse Dynamics., , , , and . CoRR, (2021)VOQL: Towards Optimal Regret in Model-free RL with Nonlinear Function Approximation., , and . CoRR, (2022)Stochastic optimization and sparse statistical recovery: An optimal algorithm for high dimensions, , and . CoRR, (2012)FASt global convergence of gradient methods for solving regularized M-estimation., , and . SSP, page 409-412. IEEE, (2012)Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions., , and . NIPS, page 1547-1555. (2012)Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics., , , , and . ICLR, OpenReview.net, (2022)Stochastic Gradient Succeeds for Bandits., , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 24325-24360. PMLR, (2023)Model-Based Reinforcement Learning with a Generative Model is Minimax Optimal., , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 67-83. PMLR, (2020)