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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

Wu-Liang Huang

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Preprint Oct 2026

Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation

This work proposes FINDERS (FactorIzatioN of Diffusion statEs for Routing across Scenarios), a router-equipped dLLM framework comprising four operations: denoise, factorize, route, and compress that effectively pushes the boundaries of dLLMs beyond language generation, demonstrating their immense potential as powerful...

Jun-Ru Zhang, Jin-Yong Wen, Bin Dou et al. · 0 citations

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