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Optimal Control Synthesis of Closed-Loop Recommendation Systems

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Optimal Control Synthesis of Closed-Loop Recommendation Systems over Social Networks

arXiv:2603.10275v2 Announce Type: replace Abstract: This paper addresses the problem of designing recommendation systems for social networks and e-commerce platforms from a control-theoretic perspective. We treat the design of recommendation systems as a state-feedback infinite-horizon optimal control problem with a performance index that (i) rewards alignment and engagement, (ii) penalizes polarization and large deviations from an uncontrolled baseline, and (iii) regularizes exposure across...

arXiv CS 5d ago