The theoretical Investigation demonstrates that EDIS exhibits reduced suboptimality in comparison to only employing online knowledge or immediately reusing offline knowledge. EDIS is often a plug-in method and may be combined with current approaches in offline-to-on-line RL environment. By employing EDIS to off-the-shelf solutions Cal-QL and IQL, w