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The theoretical analysis demonstrates that EDIS reveals minimized suboptimality when compared with entirely using online knowledge or straight reusing offline facts. EDIS is really a plug-in solution and may be coupled with present strategies in offline-to-on line RL placing. By utilizing EDIS to off-the-shelf techniques Cal-QL and IQL, we observe