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The theoretical Assessment demonstrates that EDIS displays reduced suboptimality when compared with only using on the web info or directly reusing offline knowledge. EDIS is a plug-in strategy and can be combined with existing approaches in offline-to-on the net RL environment. By utilizing EDIS to off-the-shelf procedures Cal-QL and IQL, we observ