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Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation Authors: Jiayi Huang, Han Zhong, Liwei Wang, Lin F. Yang Abstract: To tackle long planning horizon problems in reinforcement learning with general function approximation, we propose the