The theoretical Investigation demonstrates that EDIS exhibits lessened suboptimality compared to exclusively making use of on-line info or right reusing offline information. EDIS is really a plug-in tactic and may be coupled with existing methods in offline-to-on the web RL location. By employing EDIS to off-the-shelf procedures Cal-QL and IQL, we