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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

Ismail Senöz

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Preprint Aug 2026

Information Geometry of Message Passing

We show that the natural-gradient stationary condition of variational inference has an edge-local form on a Forney-style factor graph. We start from the Bethe free energy and constrain a selected edge marginal to an exponential family. At a stationary point, the natural parameter of that edge equals the sum of two proj...

Mykola Lukashchuk, Kyrylo Yemets, Alex Ledbetter et al. · 0 citations
Preprint Aug 2026

A Factor Graph Approach to Scalable Multi-Output Gaussian Process Regression

Multi-output Gaussian process regression scales cubically in the number of observations times outputs, and dense kernel-matrix methods need bespoke handling whenever different outputs are observed at different inputs. We express multi-output Gaussian process regression as a Forney-style factor graph in which a nearest-...

Wouter W. L. Nuijten, Esther G. van Pelt, Albert Podusenko et al. · 0 citations

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