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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

Tao Dai

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Preprint Sep 2026

W2Rep: Learning Visual Representations by Watching the World Change

Images capture the world at one moment, whereas video reveals how it changes. Image self-supervision learns spatial structure from a single moment, while video methods commonly learn temporal relationships inside a representation computed jointly from several frames. We ask whether watching a scene change can instead i...

Wen Huang, Hang Guo, Jia-Rui Yang et al. · 0 citations
Preprint Aug 2026

Beyond Illumination: A Conditional Mutual Information-Guided Network for Low-Light Image Enhancement

Low-light image enhancement (LLIE) seeks to restore structural fidelity, natural color rendition, and proper exposure from images captured under inadequate lighting conditions. Recent state-of-the-art approaches, such as CIDNet, adopt a dual-branch architecture comprising a chrominance (HV) branch and an intensity (I)...

Yanxin Guan, Shaonan Zhang, Tao Dai et al. · 0 citations

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