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The theoretical analysis demonstrates that EDIS reveals diminished suboptimality in comparison with entirely using on line facts or straight reusing offline facts. EDIS can be a plug-in approach and may be coupled with current techniques in offline-to-on the web RL location. By applying EDIS to off-the-shelf solutions Cal-QL and IQL, we observe a n