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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

Xin Zhang

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2 papers indexed here

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Preprint Sep 2026

Uncertainty DMD: Restoring Diversity in Few-Step Autoregressive Video Distillation

Few-step distillation improves the efficiency of autoregressive (AR) video generation, but often causes diversity collapse: under the same prompt, different noise samples tend to produce highly similar videos with weakened motion dynamics. We analyze this degradation in Distribution Matching Distillation (DMD)-distille...

Zi-Xuan Duan, Xun-Zhi Xiang, Yabo Chen et al. · 0 citations
Preprint Sep 2026

TourPhysics: Bringing Physics to World Models for Exploration and Manipulation from a Single Image

TourPhysics combines deterministic simulation with video generation while assigning separate roles to simulator state, geometric evidence, generator controls, and appearance memory, an online framework initialized from a single image and a declarative physical configuration.

Xin Zhang, Yabo Chen, Zi-Xuan Duan et al. · 2 citations

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