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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

Reda Bendraou

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Preprint Sep 2026

CrowdCue: Specialist-Cue Conditioning for Vision-Language Crowd Counting

Generative vision-language models (VLMs) offer a counting paradigm in which one model produces both a count and a natural-language account of the scene, yet their raw counting accuracy sits in the range of sub-million-parameter specialist regressors. The open question is whether auxiliary guidance from a pretrained spe...

M. Farazi, B. Ciftler, Abdulhalim Dandoush et al. · 0 citations

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