The theoretical Investigation demonstrates that EDIS reveals lessened suboptimality as compared to solely utilizing on-line info or immediately reusing offline information. EDIS can be a plug-in strategy and can be combined with present solutions in offline-to-on-line RL location. By employing EDIS