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The theoretical analysis demonstrates that EDIS reveals reduced suboptimality when compared to solely making use of on the net knowledge or specifically reusing offline details. EDIS is usually a plug-in strategy and will be combined with current solutions in offline-to-on-line RL setting. By implementing EDIS to off-the-shelf strategies Cal-QL and