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The theoretical analysis demonstrates that EDIS reveals decreased suboptimality as compared to only using on the net data or straight reusing offline knowledge. EDIS is really a plug-in tactic and might be combined with current solutions in offline-to-on line RL setting. By applying EDIS to off-the-shelf techniques Cal-QL and IQL, we observe a nota