Author

Shi Pu

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Preprint Sep 2026

Optimal Network Dependence in Distributed Stochastic Optimization via Tree Routing

A universal one-sided bound is established that is tight up to constant factors, while constructions across several graph families show that no topology-only converse or universal two-sided scaling law exists.

Run-Ze You, Shi Pu · 0 citations