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The theoretical Investigation demonstrates that EDIS displays reduced suboptimality when compared to only employing online info or immediately reusing offline details. EDIS is a plug-in strategy and can be coupled with present techniques in offline-to-on line RL environment. By employing EDIS to off-the-shelf approaches Cal-QL and IQL, we observe a