Jing-Nan Wang

Generative assimilation and prediction for weather and climate

Generative Assimilation and Prediction (GAP), a unified deep generative framework that connects data assimilation, weather forecasting, and climate simulation through a shared probabilistic representation of atmospheric states, suggests that generative modeling of the climatological distribution offers a viable foundat...