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The theoretical Examination demonstrates that EDIS displays lowered suboptimality when compared to exclusively using on-line data or immediately reusing offline knowledge. EDIS is actually a plug-in method and might be coupled with existing strategies in offline-to-on the net RL location. By applying EDIS to off-the-shelf methods Cal-QL and IQL, we