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The theoretical Investigation demonstrates that EDIS exhibits minimized suboptimality when compared to solely using online details or immediately reusing offline info. EDIS is usually a plug-in strategy and will be coupled with present procedures in offline-to-online RL environment. By utilizing EDIS to off-the-shelf techniques Cal-QL and IQL, we o