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The theoretical analysis demonstrates that EDIS displays reduced suboptimality in comparison with only making use of on the net details or directly reusing offline knowledge. EDIS is usually a plug-in approach and will be coupled with current procedures in offline-to-on the net RL setting. By implementing EDIS to off-the-shelf methods Cal-QL and IQ