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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

Hong-Xing Cui

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#machine learning Preprint Oct 2026

Sensitivity Fidelity Reveals Physical Dependencies Beyond Forecast Accuracy in Deep-Learning Earth-System Models

Deep-learning models increasingly rival numerical simulation in Earth-system forecasting, yet forecast error alone cannot determine whether their learned input-output dependencies are physically consistent. Here we introduce sensitivity fidelity as an additional criterion: alongside prediction error, model responses to...

Qi Chen, Peng Zhan, Hong-Xing Cui et al. · 0 citations
Open access Sep 2026

Rapid Joint Downscaling of Multiple Atmospheric Fields to Kilometer Scale With Deep Learning

A U‐Net‐based deep learning framework, the Joint Atmospheric fields Downscaling Network (JADNet), for rapid, joint downscaling of multiple atmospheric variables to kilometer resolution is introduced, offering a powerful tool for scalable high‐resolution weather and climate applications.

Hong-Xing Cui, H. Dasari, S. Sanikommu et al. · 0 citations

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