attention mechanisms 1multimodal learning 1nowcasting 1precipitation forecasting 1stability regularization 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Stable Attention Response for Reliable Precipitation Nowcasting
Penghui Wen, Zexin Hu, Sen Zhang +6
The paper introduces HARECast, a framework that stabilizes attention-response energy across heads and layers to improve the reliability of precipitation nowcasting models.
cs.LG2026
McCast: Memory-Guided Latent Drift Correction for Long-Horizon Precipitation Nowcasting
Penghui Wen, Yu Luo, Lintao Wang +4
Existing precipitation nowcasting methods typically adopt an autoregressive formulation, where future states are predicted from previous outputs. However, such an approach accumula…
cs.CV2026
DuoCast: Duo-Probabilistic Diffusion for Precipitation Nowcasting
Penghui Wen, Mengwei He, Patrick Filippi +5
Accurate short-term precipitation forecasting is critical for weather-sensitive decision-making in agriculture, transportation, and disaster response. Existing deep learning approa…