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Exponential Hardness of Reinforcement Learning with Linear Function Approximation.

, , , , , and . COLT, volume 195 of Proceedings of Machine Learning Research, page 1588-1617. PMLR, (2023)

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Inverse Dynamics Controllers for Robust Control: Consequences for Neurocontrollers., and . ICANN, volume 1112 of Lecture Notes in Computer Science, page 791-796. Springer, (1996)FlexVoice: A Parametric Approach to High-Quality Speech Synthesis., , , , and . TSD, volume 1902 of Lecture Notes in Computer Science, page 189-194. Springer, (2000)Margin Maximizing Discriminant Analysis., , and . ECML, volume 3201 of Lecture Notes in Computer Science, page 227-238. Springer, (2004)Unsupervised Sequential Sensor Acquisition., , and . AISTATS, volume 54 of Proceedings of Machine Learning Research, page 803-811. PMLR, (2017)A Finite-Sample Generalization Bound for Semiparametric Regression: Partially Linear Models., and . AISTATS, volume 33 of JMLR Workshop and Conference Proceedings, page 402-410. JMLR.org, (2014)Pseudo-MDPs and factored linear action models., , , and . ADPRL, page 1-9. IEEE, (2014)Statistical linear estimation with penalized estimators: an application to reinforcement learning., and . ICML, icml.cc / Omnipress, (2012)Exploration by Optimisation in Partial Monitoring., and . COLT, volume 125 of Proceedings of Machine Learning Research, page 2488-2515. PMLR, (2020)On the Sample Complexity of Batch Reinforcement Learning with Policy-Induced Data., , , , and . CoRR, (2021)On Minimax Optimal Offline Policy Evaluation., , and . CoRR, (2014)