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SDECast: Probabilistic Weather Forecasting in Continuous Time with Neural SDEs

Marchenko, Maria et al.
arXiv (All) · Papers
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Existing machine learning weather forecasting models typically generate forecasts through autoregressive rollouts at a fixed temporal resolution. While highly efficient for long-range prediction, this formulation can suffer from severe error accumulation when used with shorter time steps and does no
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