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The theoretical Examination demonstrates that EDIS exhibits lowered suboptimality when compared to exclusively using online knowledge or immediately reusing offline info. EDIS is often a plug-in strategy and might be combined with present solutions in offline-to-on line RL placing. By implementing EDIS to off-the-shelf techniques Cal-QL and IQL, we