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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

Sulaiman A. Alghunaim

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Preprint Aug 2026

CED-EF: Compressed Exact Diffusion with Error Feedback for Multi-Agent Learning

We study decentralized stochastic optimization over a network of $N$ agents under compressed communication. We propose CED-EF, an exact diffusion-based method with error feedback that directly accommodates biased $\delta$-contractive compressors while communicating one compressed model-sized vector per node per iterati...

Sulaiman A. Alghunaim, Kun Yuan · 0 citations
Preprint Aug 2026

Stochastic Gradient Tracking over Time-Varying Networks: One-Step Lyapunov Analysis

A time-varying quadratic norm is constructed that turns this window contraction into an exact one-step Lyapunov identity, leading to coupled one-step recursions for the centroid and disagreement errors, without unrolling the dynamics over communication windows.

Sulaiman A. Alghunaim · 0 citations

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