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The theoretical Evaluation demonstrates that EDIS displays lessened suboptimality compared to only using on-line data or directly reusing offline data. EDIS is a plug-in solution and might be combined with existing techniques in offline-to-on line RL environment. By implementing EDIS to off-the-shelf approaches Cal-QL and IQL, we observe a notewort