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The theoretical Investigation demonstrates that EDIS displays minimized suboptimality compared to only using on line details or specifically reusing offline data. EDIS is a plug-in approach and may be combined with present techniques in offline-to-online RL environment. By applying EDIS to off-the-shelf techniques Cal-QL and IQL, we notice a notewo