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The theoretical Evaluation demonstrates that EDIS reveals decreased suboptimality when compared to solely making use of online knowledge or directly reusing offline info. EDIS is a plug-in strategy and will be combined with current methods in offline-to-on the web RL environment. By applying EDIS to off-the-shelf methods Cal-QL and IQL, we notice a