The theoretical Evaluation demonstrates that EDIS displays decreased suboptimality in comparison with entirely employing on-line knowledge or immediately reusing offline data. EDIS can be a plug-in strategy and will be combined with present approaches in offline-to-on the web RL setting. By implementing EDIS to off-the-shelf strategies Cal-QL and I