Sample Efficient Active Algorithms for Offline Reinforcement Learning

Soumyadeep Roy, Shashwat Kushwaha, Ambedkar Dukkipati

Offline reinforcement learning (RL) enables policy learning from static data but often suffers from poor coverage of the state-action space and distributional shift problems. This…