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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

Chunlei Shi

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#machine learning Preprint Sep 2026

PrecipJEPA: JEPA-Regularized Future-State Prediction with Motion-Source Rendering for Precipitation Nowcasting

Long-term precipitation nowcasting requires modeling radar-echo evolution while preserving localized high-intensity structures. Recent radar-specific studies motivate location-aware prediction and separating echo displacement from intensity change. However existing encoders learn historical representations mainly from...

Yu-Feng Zhu, Dan Niu, Qi-Liang Wu et al. · 0 citations
Preprint Aug 2026

Learning Continuous Regional Temperature Fields with Lead-Time and Resolution Queries

The Continuous Spatiotemporal Temperature Forecaster (CSTF) is proposed, a neural field that turns forecast lead time and output resolution into explicit queries when evaluating 2-m temperature (T2M) and achieves the best aggregate deterministic skill.

Chun-Lei Shi, Jiong Wang, Yilin Wei et al. · 0 citations

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