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The theoretical Examination demonstrates that EDIS displays minimized suboptimality as compared to solely making use of on-line facts or straight reusing offline facts. EDIS is really a plug-in solution and can be coupled with existing approaches in offline-to-online RL placing. By utilizing EDIS to off-the-shelf procedures Cal-QL and IQL, we obser