Author

Qi-Liang Wu

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#machine learning Preprint Sep 2026

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

The proposed PrecipJEPA couples a structured forecasting path with an auxiliary path that enriches its encoder from observed radar history, which improves highest-threshold CSI over the strongest baselines, while maintaining the highest mean CSI throughout the 3-hour forecast.

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

#machine learning Preprint Sep 2026

WeatherDiagFlow: Evidence-Grounded Radar Nowcasting with Diagnostic Flow Refinement

WeatherDiagFlow connects numerical prediction, evidence-grounded reporting, and auditable verification under a leakage-controlled protocol to formulate radar nowcasting as an evidence-grounded forecast--bulletin--audit task, in which a numerical forecaster produces both future radar fields and structured diagnostic evi...

Chun-Lei Shi, Yu-Feng Zhu, Yi-Xiao Liang et al. · 0 citations