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The theoretical analysis demonstrates that EDIS exhibits lessened suboptimality compared to exclusively using on the web information or right reusing offline info. EDIS is often a plug-in solution and can be coupled with existing techniques in offline-to-on the internet RL environment. By employing EDIS to off-the-shelf methods Cal-QL and IQL, we o