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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

Long Cui

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Preprint Aug 2026

Unlocking the Potential of Image Editing via Concept Scaling and Dense Supervision

A comprehensive hierarchical taxonomy featuring over 1,000 fine-grained edit concepts is established and a dense supervision training strategy that synthesizes multiple non-interfering concepts into single image pairs is proposed that significantly enhances both training efficiency and overall model performance.

Long Cui, Xiaoqian Liu, Qi Qin et al. · 0 citations

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