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The theoretical Investigation demonstrates that EDIS reveals lowered suboptimality in comparison with exclusively using on-line information or directly reusing offline details. EDIS is really a plug-in technique and will be combined with current methods in offline-to-on the web RL setting. By utilizing EDIS to off-the-shelf methods Cal-QL and IQL,