Near-optimal Reinforcement Learning in Factored MDPs

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Near-optimal Reinforcement Learning in Factored MDPs

15 March 2014

Benjamin Van Roy

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Papers citing "Near-optimal Reinforcement Learning in Factored MDPs"

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Title
Entity-based Reinforcement Learning for Autonomous Cyber Defence Isaac Symes Thompson Alberto Caron Chris Hicks V. Mavroudis AAML 148 3 0 23 Oct 2024
Generalization and Exploration via Randomized Value Functions Ian Osband Benjamin Van Roy Zheng Wen 79 314 0 04 Feb 2014
(More) Efficient Reinforcement Learning via Posterior Sampling Ian Osband Daniel Russo Benjamin Van Roy 116 534 0 04 Jun 2013
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning R. Ortner D. Ryabko OffRL 91 85 0 11 Feb 2013
Policy Iteration for Factored MDPs D. Koller Ronald E. Parr OffRL 315 179 0 16 Jan 2013
Learning to Optimize Via Posterior Sampling Daniel Russo Benjamin Van Roy 198 702 0 11 Jan 2013
Approximate Linear Programming for First-order MDPs Scott Sanner Craig Boutilier 70 59 0 04 Jul 2012
Thompson Sampling: An Asymptotically Optimal Finite Time Analysis E. Kaufmann N. Korda Rémi Munos 159 588 0 18 May 2012
REGAL: A Regularization based Algorithm for Reinforcement Learning in Weakly Communicating MDPs Peter L. Bartlett Ambuj Tewari 91 284 0 09 May 2012
Efficient Solution Algorithms for Factored MDPs Carlos Guestrin D. Koller Ronald E. Parr Shobha Venkataraman 125 538 0 09 Jun 2011