The theoretical Assessment demonstrates that EDIS reveals reduced suboptimality when compared to solely making use of on the web information or specifically reusing offline information. EDIS can be a plug-in approach and may be coupled with existing approaches in offline-to-online RL placing. By utilizing EDIS to off-the-shelf strategies Cal-QL and