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horizon-free bound

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general function approximation (1) weighted value-targeted regression (1) instance-dependent bound (1) nonlinear least square (1) minimax lower bound (1) regret bound (1) function approximation (1) reinforcement learning (1)

Papers

Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation AISTATS 2024