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Lihong Li. Sample Complexity Bounds of Exploration. In Marco Wiering, Martijn Van Otterlo, editors, Reinforcement Learning. Volume 12 of Adaptation, Learning, and Optimization, pages 175-204, Springer, 2012. [doi]
Abstract is missing.