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Heng Zhang

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#machine learning Preprint Sep 2026

ZO-COSMO: Index-Free One-Hop Mixing for Decentralized Zeroth-Order Optimization

Sparse communication in decentralized zeroth-order learning requires compatible peer-state coordinates. We characterize this one-hop condition and develop \textsf{ZO-COSMO}, coupling two-query estimation with average-preserving masked consensus using $q$ values per active link. Global supports serve all-neighbor mixing...

Sheng-Jun Zhang, Ting Liu, Heng Zhang et al. · 0 citations

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