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The theoretical Assessment demonstrates that EDIS exhibits minimized suboptimality in comparison with entirely making use of on-line information or straight reusing offline facts. EDIS is usually a plug-in solution and can be coupled with current solutions in offline-to-on the web RL location. By implementing EDIS to off-the-shelf approaches Cal-QL