Lifu Wei

SURGE:Unbiased Data Assimilation for Diffusion Model via Particle Filtering

Data assimilation (DA) addresses the problem of sequentially estimating the state of a dynamical system from noisy and incomplete observations. In this work, we employ a diffusion model as a world model to simulate and predict the system’s dynamics. Recently, score-based diffusion models have learne…