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The theoretical analysis demonstrates that EDIS reveals lessened suboptimality as compared to exclusively using on-line information or immediately reusing offline info. EDIS is actually a plug-in strategy and might be coupled with present methods in offline-to-on the internet RL placing. By employing EDIS to off-the-shelf techniques Cal-QL and IQL,