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The theoretical Evaluation demonstrates that EDIS reveals decreased suboptimality when compared with entirely employing on-line facts or straight reusing offline data. EDIS is often a plug-in approach and might be coupled with existing approaches in offline-to-online RL environment. By utilizing EDIS to off-the-shelf approaches Cal-QL and IQL, we o