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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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Boxuan Zhang

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#artificial intelligence Preprint Sep 2026

JIVE: Jacobian-Informed Volume Expansion for Diverse Generative Sampling

JIVE is introduced, a training-free framework that enhances generative diversity by injecting velocity perturbations aligned with the leading right singular subspace of the generator's endpoint Jacobian, which provably maximizes endpoint diversity while preserving sample quality.

Guang-Xun Zhang, Brian Cai, Boxuan Zhang et al. · 0 citations

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