#artificial intelligence
Apr 2026
Global Attention with Linear Complexity for Exascale Generative Data Assimilation in Earth System Prediction
STORM is introduced, a one-stage generative AI framework that reformulates DA as diffusion-based Bayesian posterior sampling, replacing online PDE ensemble forecasts with scalable AI inference, enabling high-resolution, long-context Earth modeling and demonstrating improved accuracy.
Xiao Wang, Ze-Zhong Zhang, Isaac Lyngaas et al.
· arXiv.org · 1 citation