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The theoretical Evaluation demonstrates that EDIS displays lowered suboptimality when compared with entirely using on the net information or right reusing offline information. EDIS is a plug-in strategy and can be combined with current strategies in offline-to-on the net RL setting. By employing EDIS to off-the-shelf approaches Cal-QL and IQL, we n