The theoretical Evaluation demonstrates that EDIS displays diminished suboptimality in comparison with entirely utilizing on the web data or specifically reusing offline knowledge. EDIS is a plug-in technique and will be combined with current approaches in offline-to-on the web RL setting. By implementing EDIS to off-the-shelf solutions Cal-QL and