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JMLR Workshop and Conference Proceedings
Volume 24: EWRL 2012

Proceedings of the Tenth European Workshop on Reinforcement Learning
June, 2012, Edinburgh, Scotland

Editors: Marc Peter Deisenroth, Csaba Szepesvári, Jan Peters
Marc Peter Deisenroth, Csaba Szepesvári, Jan Peters

Learning Exploration/Exploitation Strategies for Single Trajectory Reinforcement Learning
Michael Castronovo, Francis Maes, Raphael Fonteneau, Damien Ernst ; 24:1-10, 2012.
[abs] [pdf]

Feature Reinforcement Learning using Looping Suffix Trees
Mayank Daswani, Peter Sunehag, Marcus Hutter ; 24:11-24, 2012.
[abs] [pdf]

Planning in Reward-Rich Domains via PAC Bandits
Sergiu Goschin, Ari Weinstein, Michael L. Littman, Erick Chastain ; 24:25-42, 2012.
[abs] [pdf]

Actor-Critic Reinforcement Learning with Energy-Based Policies
Nicolas Heess, David Silver, Yee Whye Teh ; 24:43-58, 2012.
[abs] [pdf]

Directed Exploration in Reinforcement Learning with Transferred Knowledge
Timothy A. Mann, Yoonsuck Choe ; 24:59-76, 2012.
[abs] [pdf]

Online Skill Discovery using Graph-based Clustering
Jan Hendrik Metzen ; 24:77-88, 2012.
[abs] [pdf]

An Empirical Analysis of Off-policy Learning in Discrete MDPs
Cosmin Păduraru, Doina Precup, Joelle Pineau, Gheorghe Comănici ; 24:89-102, 2012.
[abs] [pdf]

Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments
Yevgeny Seldin, Csaba Szepesvári, Peter Auer, Yasin Abbasi-Yadkori ; 24:103-116, 2012.
[abs] [pdf]

Gradient Temporal Difference Networks
David Silver ; 24:117-130, 2012.
[abs] [pdf]

Semi-Supervised Apprenticeship Learning
Michal Valko, Mohammad Ghavamzadeh, Alessandro Lazaric ; 24:131-142, 2012.
[abs] [pdf]

An investigation of imitation learning algorithms for structured prediction
Andreas Vlachos ; 24:143-154, 2012.
[abs] [pdf]

Rollout-based Game-tree Search Outprunes Traditional Alpha-beta
Ari Weinstein, Michael L. Littman, Sergiu Goschin ; 24:155-167, 2012.
[abs] [pdf]

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