2 papers
cs.LG2026
Temporal Context Conditioning for Seasonality-Aware Precipitation Nowcasting of High-Intensity Rainfall
Gijs van Nieuwkoop, Siamak Mehrkanoon
Precipitation nowcasting is increasingly being approached with deep learning models that learn directly from recent radar observations. Although such models can efficiently capture…
cs.LG2026
Beyond MSE: Improving Precipitation Nowcasting with Multi-Quantile Regression
Gijs van Nieuwkoop, Siamak Mehrkanoon
Deep-learning precipitation nowcasting models are often optimized using pointwise losses such as mean squared error or mean absolute error, which can lead to overly smooth forecast…