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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

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Sunder Ram Krishnan

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Preprint Aug 2026

A Hyperfinite Framework for Score-Based Generative Modeling

This paper develops a hyperfinite formulation of score-based generative modeling within the framework of Nonstandard Analysis, and shows that minimization of an internal score-matching objective recovers the score function required by the reverse-time dynamics, thereby connecting score estimation with generative sampli...

Sunder Ram Krishnan · 0 citations

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