LangPrecip treats weather text as semantic motion constraints in a rectified-flow trajectory generator to improve multimodal precipitation nowcasting, yielding over 60% and 19% gains in heavy-rain CSI at 80-minute lead times on Swedish and MRMS data.
Diffcast: A unified framework via residual diffusion for precipitation nowcasting
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LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
LangPrecip treats weather text as semantic motion constraints in a rectified-flow trajectory generator to improve multimodal precipitation nowcasting, yielding over 60% and 19% gains in heavy-rain CSI at 80-minute lead times on Swedish and MRMS data.