Harnessing Mixed Offline Reinforcement Learning Datasets via Trajectory Weighting

Zhang-Wei Hong, Pulkit Agrawal, Rémi Tachet des Combes +1

Most offline reinforcement learning (RL) algorithms return a target policy maximizing a trade-off between (1) the expected performance gain over the behavior policy that collected…