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cs.LG2026
Diffusion-Based Rollouts as a Stabilization Mechanism for Long-Horizon Environmental Forecasting
Marina Vicens-Miquel, Amy McGovern, Aaron J. Hill +2
Extending forecast lead times while maintaining predictive skill remains a major challenge in environmental forecasting. We investigate diffusion-based rollouts as a stabilization…
cs.LG2025
A Diffusion-Based Framework for High-Resolution Precipitation Forecasting over CONUS
Marina Vicens-Miquel, Amy McGovern, Aaron J. Hill +3
Accurate precipitation forecasting is essential for hydrometeorological risk management, especially for anticipating extreme rainfall that can lead to flash flooding and infrastruc…
cs.LG2025
Oya: Deep Learning for Accurate Global Precipitation Estimation
Emmanuel Asiedu Brempong, Mohammed Alewi Hassen, MohamedElfatih MohamedKhair +7
Accurate precipitation estimation is critical for hydrological applications, especially in the Global South where ground-based observation networks are sparse and forecasting skill…