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The theoretical Assessment demonstrates that EDIS reveals lowered suboptimality in comparison with exclusively making use of online info or straight reusing offline information. EDIS is a plug-in solution and can be coupled with existing methods in offline-to-on the net RL environment. By implementing EDIS to off-the-shelf approaches Cal-QL and IQL