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Si-Yi Chen

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#machine learning May 2026

ForcingDAS: Unified and Robust Data Assimilation via Diffusion Forcing

ForcingDAS is introduced, a unified and robust DA framework that learns a joint-trajectory prior instead of frame-to-frame transitions that allows it to capture long-horizon temporal dependencies and reduce error accumulation.

Yi-Xuan Jia, Si-Yi Chen, Yi Pan et al. · arXiv.org · 3 citations