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Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches

W. Sun, N. Jiang, A. Krishnamurthy, A. Agarwal, and J. Langford. (2018)cite arxiv:1811.08540Comment: COLT 2019.

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Alekh Agarwal

Alekh Jindal

Artem Alekhin

Jugalkishor Agarwal

Suman Agarwal

Other publications of authors with the same name

Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions.A. Agarwal, S. Negahban, and M. Wainwright. ICML, page 1129-1136. Omnipress, (2011)Stochastic optimization and sparse statistical recovery: An optimal algorithm for high dimensions.A. Agarwal, S. Negahban, and M. Wainwright. CISS, page 1-2. IEEE, (2014)Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free ApproachesW. Sun, N. Jiang, A. Krishnamurthy, A. Agarwal, and J. Langford. (2018)cite arxiv:1811.08540Comment: COLT 2019.Off-Policy Policy Gradient with State Distribution Correction.Y. Liu, A. Swaminathan, A. Agarwal, and E. Brunskill. CoRR, (2019)Warm-starting Contextual Bandits: Robustly Combining Supervised and Bandit Feedback.C. Zhang, A. Agarwal, H. III, J. Langford, and S. Negahban. ICML, volume 97 of Proceedings of Machine Learning Research, page 7335-7344. PMLR, (2019)Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes.A. Agarwal, S. Kakade, J. Lee, and G. Mahajan. COLT, volume 125 of Proceedings of Machine Learning Research, page 64-66. PMLR, (2020)A Multiworld Testing Decision Service.A. Agarwal, S. Bird, M. Cozowicz, L. Hoang, J. Langford, S. Lee, J. Li, I. Melamed, G. Oshri, O. Ribas and 2 other author(s). CoRR, (2016)Metareasoning in Modular Software Systems: On-the-Fly Configuration Using Reinforcement Learning with Rich Contextual Representations.A. Modi, D. Dey, A. Agarwal, A. Swaminathan, B. Nushi, S. Andrist, and E. Horvitz. AAAI, page 5207-5215. AAAI Press, (2020)FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs.A. Agarwal, S. Kakade, A. Krishnamurthy, and W. Sun. NeurIPS, (2020)Non-Linear Reinforcement Learning in Large Action Spaces: Structural Conditions and Sample-efficiency of Posterior Sampling.A. Agarwal, and T. Zhang. COLT, volume 178 of Proceedings of Machine Learning Research, page 2776-2814. PMLR, (2022)

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Disambiguation of "Agarwal, Alekh"

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Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches

Please choose a person to relate this publication to

Alekh Agarwal

Alekh Jindal

Artem Alekhin

Jugalkishor Agarwal

Suman Agarwal

Other publications of authors with the same name

Disambiguation

BibSonomy

Disambiguation of "Agarwal, Alekh"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches

Please choose a person to relate this publication to

Alekh Agarwal

Alekh Jindal

Artem Alekhin

Jugalkishor Agarwal

Suman Agarwal

Other publications of authors with the same name

Disambiguation

copy delete add this publication to your clipboard
community post
history of this post
URL
DOI
BibTeX
EndNote
APA
Chicago
DIN 1505
Harvard
MSOffice XML

Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches