The theoretical Evaluation demonstrates that EDIS displays minimized suboptimality when compared with only making use of on the net information or specifically reusing offline info. EDIS is a plug-in tactic and may be coupled with existing strategies in offline-to-on line RL environment. By utilizing EDIS to off-the-shelf techniques Cal-QL and IQL,