The theoretical analysis demonstrates that EDIS displays decreased suboptimality as compared to exclusively employing on-line facts or immediately reusing offline info. EDIS is usually a plug-in tactic and might be combined with current methods in offline-to-on the web RL setting. By applying EDIS to off-the-shelf techniques Cal-QL and IQL, we noti