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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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Hong-Yuan Zha

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#machine learning Preprint Sep 2026

Iterative Exact Discrete Guidance for Energy-Based Sampling

Sampling from unnormalized distributions over large discrete state spaces becomes difficult when a multimodal target is far from a tractable reference. We introduce Iterative Exact Discrete Guidance (IEDG), a population-exact, trajectory-wise guidance framework for unnormalized discrete targets. Rather than learn the f...

Yuwen Qian, Yi-Dong Ouyang, Zheng-Yan Wan et al. · 0 citations

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