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The theoretical analysis demonstrates that EDIS reveals minimized suboptimality compared to exclusively employing on the internet data or immediately reusing offline facts. EDIS is really a plug-in tactic and can be combined with present techniques in offline-to-on the internet RL location. By applying EDIS to off-the-shelf approaches Cal-QL and IQ