Author

Haoyuan Liang

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#machine learning Preprint Oct 2026

Diffusion Precipitation Generation with Medium-range Weather Forecasting

Accurate daily precipitation forecasts are important for weather-sensitive decisions. Although recent Weather Foundation Models (WFMs) have achieved significant progress, they are trained on reanalysis data, which exhibit regional and intensity-dependent biases. Since retraining WFMs on observation-based targets is cos...

Guo-Wen Li, Yang Liu, Meng-Xuan Chen et al. · 0 citations

Preprint Aug 2026

ControlRef: Efficient Layout-Guided Multi-Instance Generation via Anchored 4D-RoPE

ControlRef is proposed, a highly efficient and precise multi-instance synthesis framework that achieves state-of-the-art visual fidelity and localization accuracy, while concurrently slashing inference latency by over 80% in sparse layouts and reducing memory overhead by 50% in dense scenarios.

Yun-Kai Yang, Yudong Zhang, Xin-Ying Chen et al. · 0 citations