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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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Hao-Ze Li

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Book Open access Nov 2026

Descriptive Video Degradation Assessment with Multimodal Large Language Models

We investigate descriptive video degradation assessment (VDA) for granular diagnosis beyond the interpretability limits of conventional video quality assessment (VQA). Unlike scalar mean opinion score (MOS) regression, descriptive VDA identifies spatio-temporal degradations and explains their collective perceptual impa...

Jun-Hao Zhou, Ze-Yu Xiao, Hao-Ze Li et al. · 0 citations

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