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Christopher S. Bretherton

2 accepted papers

2024

Precipitation Downscaling with Spatiotemporal Video Diffusion

NeurIPS 2024poster

In climate science and meteorology, high-resolution local precipitation (rain and snowfall) predictions are limited by the computational costs of simulation-based methods. Statistical downscaling, or super-resolution, is a common workaround where a low-resolution prediction is improved using statist…

Cited by 5SourcePDFScholar
2024

Probablistic Emulation of a Global Climate Model with Spherical DYffusion

NeurIPS 2024spotlight

Data-driven deep learning models are transforming global weather forecasting. It is an open question if this success can extend to climate modeling, where the complexity of the data and long inference rollouts pose significant challenges. Here, we present the first conditional generative model that…