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The theoretical Examination demonstrates that EDIS displays diminished suboptimality in comparison to only using online knowledge or directly reusing offline facts. EDIS is really a plug-in technique and can be combined with present approaches in offline-to-on line RL setting. By applying EDIS to off-the-shelf solutions Cal-QL and IQL, we observe a