ConvCNPs with a high-resolution elevation MLP downscale Swiss Tmax to 1.31°C MAE and CRPS skill 0.524 vs bilinear ERA5-Land, but stay overconfident and fail zero-shot on off-grid stations.
Scott Hosking, and Richard E
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Exploring Convolutional Neural Processes for Weather Downscaling
ConvCNPs with a high-resolution elevation MLP downscale Swiss Tmax to 1.31°C MAE and CRPS skill 0.524 vs bilinear ERA5-Land, but stay overconfident and fail zero-shot on off-grid stations.