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The theoretical Investigation demonstrates that EDIS exhibits reduced suboptimality compared to entirely employing on line knowledge or straight reusing offline facts. EDIS is a plug-in solution and will be coupled with current strategies in offline-to-on the internet RL setting. By implementing EDIS to off-the-shelf approaches Cal-QL and IQL, we n