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Efficient Online Linear Control with Stochastic Convex Costs and Unknown Dynamics.

, , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 3589-3604. PMLR, (2022)

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Locally Optimal Descent for Dynamic Stepsize Scheduling., , , , , and . CoRR, (2023)Logarithmic Regret for Learning Linear Quadratic Regulators Efficiently., , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 1328-1337. PMLR, (2020)Learning Linear-Quadratic Regulators Efficiently with only √T Regret., , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 1300-1309. PMLR, (2019)Planning and Learning with Stochastic Action Sets., , , , , , and . IJCAI, page 4674-4682. ijcai.org, (2018)Fast Rates for Bandit PAC Multiclass Classification., , , , and . CoRR, (2024)Faster Optimal Planning with Partial-Order Pruning., , , and . ICAPS, AAAI, (2013)Incentivizing the Dynamic Workforce: Learning Contracts in the Gig-Economy., , and . CoRR, (2018)Minimax Regret for Stochastic Shortest Path., , , and . NeurIPS, page 28350-28361. (2021)Learning to Screen., , , , and . NeurIPS, page 8612-8621. (2019)Unknown mixing times in apprenticeship and reinforcement learning., , , and . UAI, volume 124 of Proceedings of Machine Learning Research, page 430-439. AUAI Press, (2020)