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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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Peter Y. Lu

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#machine learning Preprint Oct 2026

Primal-Dual Flow Matching for Sample-Wise Constrained Generation

We consider the problem of learning to generate data while satisfying a prescribed \emph{sample-wise} constraint with a user-specified probability of constraint satisfaction. Starting with a population-level constrained negative log-likelihood minimization and using a flow-matching (FM) parameterization, under regulari...

Zheng-Yan Huan, Peter Y. Lu, Shuchin Aeron · 0 citations

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