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Liang Sun

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Book Open access Aug 2026

RainCast: A High-Resolution 72-Hour Short-Term Precipitation Forecasting Model

RainCast is proposed, a high-resolution framework for hourly precipitation forecasting over China up to 72 hours ahead at 0.05° resolution that incorporates a physics-guided feature extractor and a multi-head output design that supports both deterministic forecasts with a regression head and probabilistic multi-member...

Guanlong Ma, Weiqiu Chen, Yang Zhao et al. · 0 citations
Book Open access Aug 2026

RainCast: A High-Resolution 72-Hour Short-Term Precipitation Forecasting Model

Accurate short-term precipitation forecasting, which targets predictions up to 3 days ahead, has long been challenging, mainly due to extreme sample imbalance and complex multiscale physical processes. Existing regression- or classification-based deep learning methods often produce over-smoothed precipitation fields, l...

Guanlong Ma, Weiqiu Chen, Yang Zhao et al. · 0 citations
Jun 2026

Learning Video Dynamics with Predictive Differentiable Rendering

Inspired by recent progress in 3D reconstruction with 3D Gaussian Splatting, PredGS, a lightweight and plug-and-play adapter based on 2D Gaussian representation, which could be seamlessly integrated with existing pixel space predictors, significantly improving spatial detail preservation with negligible computational o...

Yujin Tang, Tian Zhou, Xin Lin et al. · 0 citations

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