The theoretical Assessment demonstrates that EDIS exhibits lessened suboptimality in comparison with exclusively utilizing on the internet details or instantly reusing offline facts. EDIS can be a plug-in technique and will be combined with existing methods in offline-to-on-line RL setting. By implementing EDIS to off-the-shelf solutions Cal-QL and