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The theoretical Evaluation demonstrates that EDIS displays lowered suboptimality in comparison with entirely employing on the internet data or right reusing offline data. EDIS can be a plug-in strategy and may be combined with existing strategies in offline-to-on line RL placing. By applying EDIS to off-the-shelf methods Cal-QL and IQL, we observe