The theoretical analysis demonstrates that EDIS reveals reduced suboptimality compared to only employing on the web data or right reusing offline details. EDIS is actually a plug-in solution and will be combined with current solutions in offline-to-on the web RL setting. By applying EDIS to off-the-shelf solutions Cal-QL and IQL, we observe a notew