The theoretical Evaluation demonstrates that EDIS displays decreased suboptimality when compared to exclusively utilizing on line info or immediately reusing offline details. EDIS is often a plug-in strategy and will be combined with current solutions in offline-to-on-line RL placing. By utilizing EDIS to off-the-shelf methods Cal-QL and IQL, we ob