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Author

Sheng Zhang

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2026

Decentralized Primal-Dual Learning Over Directed Graphs

Distributed adaptation and learning over directed, unbalanced graphs poses unique challenges due to asymmetric communication and heterogeneous data across nodes. In this work, we introduce a novel class of first-order primal–dual stochastic gradient algorithms for such graphs. Our flagship algorithm, called primal-dual...

Sheng Zhang, Hong-Yu Han, Hong-Yang Chen et al. · 0 citations

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