The theoretical Investigation demonstrates that EDIS displays reduced suboptimality when compared to solely using on the net information or straight reusing offline facts. EDIS is really a plug-in technique and may be coupled with current approaches in offline-to-on the net RL environment. By applying EDIS to off-the-shelf approaches Cal-QL and IQL