The theoretical Evaluation demonstrates that EDIS displays lowered suboptimality compared to exclusively utilizing on the web information or specifically reusing offline data. EDIS can be a plug-in method and might be coupled with current techniques in offline-to-on the web RL setting. By implementing EDIS to off-the-shelf solutions Cal-QL and IQL,