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The theoretical Evaluation demonstrates that EDIS exhibits diminished suboptimality as compared to entirely making use of on line information or right reusing offline knowledge. EDIS can be a plug-in technique and may be coupled with present solutions in offline-to-on line RL placing. By applying EDIS to off-the-shelf procedures Cal-QL and IQL, we