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The theoretical Examination demonstrates that EDIS exhibits reduced suboptimality in comparison to solely utilizing on line facts or directly reusing offline information. EDIS is really a plug-in method and can be combined with existing solutions in offline-to-on the web RL environment. By utilizing EDIS to off-the-shelf approaches Cal-QL and IQL,