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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Shu-Yi Ren

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Preprint Oct 2026

Budget-Constrained Multi-Consensus Decentralized Gradient Descent

We investigate decentralized gradient descent (DGD) with emphasis on efficient communication and computation resource utilization under budget constraints. As a first step toward the broader communication-computation allocation problem, we consider and analyze a \textit{multi-consensus decentralized gradient descent} (...

Shu-Yi Ren, Nicolò Michelusi, Erik G. Larsson · 0 citations
Preprint Oct 2026

Topology Design for Distributed Consensus with Relay-Assisted Communication

This paper focuses on relay-assisted topology optimization to accelerate the convergence of distributed consensus algorithms over weakly connected networks. Instead of permanently adding a fixed set of relay links, we introduce a time-sharing framework where multiple relay configurations are activated in a probabilisti...

Shu-Yi Ren, Zheng Chen, Erik G. Larsson · 0 citations

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