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The theoretical Examination demonstrates that EDIS reveals diminished suboptimality compared to entirely utilizing on the web data or right reusing offline knowledge. EDIS is a plug-in tactic and might be coupled with current approaches in offline-to-on line RL environment. By implementing EDIS to off-the-shelf methods Cal-QL and IQL, we notice a n