The theoretical Assessment demonstrates that EDIS exhibits reduced suboptimality in comparison to only employing on the web data or instantly reusing offline info. EDIS is usually a plug-in method and will be combined with current solutions in offline-to-on-line RL placing. By implementing EDIS to off-the-shelf approaches Cal-QL and IQL, we notice