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Li-Sha-Ge-Yuan-Yuan Xu

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#machine learning Preprint Sep 2026

Exact Regret Frontiers and Externality Scheduling in Centralized Serial-Dictatorship Bandits

Exploration in centralized serial-dictatorship matching bandits must use complete matchings, so learning one player--arm pair can impose regret on others. We study this externality under a known common priority order and Gaussian rewards with unit variance. We show that the matching-level Graves--Lai constraints reduce...

Li-Sha-Ge-Yuan-Yuan Xu, Guo-Dong Ma, Peng-Cheng Weng et al. · 0 citations

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