Volume 24: European Workshop on Reinforcement Learning, 30-1 July 2012, Edinburgh, Scotland

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Editors: Marc Peter Deisenroth, Csaba Szepesvári, Jan Peters

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Contents:

Preface

Preface

Marc Peter Deisenroth, Csaba Szepesvári, Jan Peters ; PMLR 24:i-i

Accepted Papers

Learning Exploration/Exploitation Strategies for Single Trajectory Reinforcement Learning

Michael Castronovo, Francis Maes, Raphael Fonteneau, Damien Ernst ; PMLR 24:1-10

Feature Reinforcement Learning using Looping Suffix Trees

Mayank Daswani, Peter Sunehag, Marcus Hutter ; PMLR 24:11-24

Planning in Reward-Rich Domains via PAC Bandits

Sergiu Goschin, Ari Weinstein, Michael L. Littman, Erick Chastain ; PMLR 24:25-42

Actor-Critic Reinforcement Learning with Energy-Based Policies

Nicolas Heess, David Silver, Yee Whye Teh ; PMLR 24:45-58

Directed Exploration in Reinforcement Learning with Transferred Knowledge

Timothy A. Mann, Yoonsuck Choe ; PMLR 24:59-76

Online Skill Discovery using Graph-based Clustering

Jan Hendrik Metzen ; PMLR 24:77-88

An Empirical Analysis of Off-policy Learning in Discrete MDPs

Cosmin Păduraru, Doina Precup, Joelle Pineau, Gheorghe Comănici ; PMLR 24:89-102

Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments

Yevgeny Seldin, Csaba Szepesvári, Peter Auer, Yasin Abbasi-Yadkori ; PMLR 24:103-116

Gradient Temporal Difference Networks

David Silver ; PMLR 24:117-130

Semi-Supervised Apprenticeship Learning

Michal Valko, Mohammad Ghavamzadeh, Alessandro Lazaric ; PMLR 24:131-142

An investigation of imitation learning algorithms for structured prediction

Andreas Vlachos ; PMLR 24:143-154

Rollout-based Game-tree Search Outprunes Traditional Alpha-beta

Ari Weinstein, Michael L. Littman, Sergiu Goschin ; PMLR 24:155-167

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