On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation

Thanh Nguyen-Tang, Ming Yin, Sunil Gupta +2

Sample-efficient offline reinforcement learning (RL) with linear function approximation has recently been studied extensively. Much of prior work has yielded the minimax-optimal bo…