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The theoretical Examination demonstrates that EDIS exhibits lowered suboptimality when compared with solely employing on the web knowledge or straight reusing offline info. EDIS can be a plug-in tactic and may be combined with existing strategies in offline-to-on the internet RL environment. By employing EDIS to off-the-shelf strategies Cal-QL and