ForcingDAS: Unified and Robust Data Assimilation via Diffusion Forcing

arXiv:2605.14285 · eess.IV, cs.LG · Submitted 2026-05-14 · Read on arXiv

eess.IV, cs.LG

Submitted: 2026-05-14

Updated: 2026-10-05

Project page: https://deepthink-umich.github.io

Terminology

• Data Assimilation — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes

Sources

• Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation
• Towards an end-to-end artificial intelligence driven global weather forecasting system
• Spatiotemporal Diffusion Model with Paired Sampling for Accelerated Cardiac Cine MRI

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