Maria Marchenko

SDECast: Probabilistic Weather Forecasting in Continuous Time with Neural SDEs

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 not explicitly encode...