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In order to adapt to online case, a bootstrap algorithm forming an actor-critic reinforcement framework is given to explore better recommendation mode in long-term user interaction. ... JDRec has been applied in online JD recommendation, improving click through rate by 2.6% and synthetical value for the platform by 5.03%. ... JDRec Framework In this section we introduce the proposed JDRec framework, which is a variant of Actor-Critic reinforcement learning framework for Recommender System. ...arXiv:2207.13311v1 fatcat:eaarntabvvg7nmcotebtrjmrmy