The theoretical Investigation demonstrates that EDIS reveals decreased suboptimality in comparison to exclusively utilizing on the web info or immediately reusing offline data. EDIS can be a plug-in approach and will be coupled with current approaches in offline-to-on the web RL environment. By applying EDIS to off-the-shelf approaches Cal-QL and I