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DAWIS: Data Assimilation with Windowed Inverse Sampling via Multitask Interpolants

Wikingsson, Erik et al.
arXiv (All) · Papers
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atmospheric-and-oceanic-physicsmachine-learning
Flow- and diffusion-based generative models have recently emerged as flexible and highly efficient forecasting models for dynamical systems. When combined with inference-time guidance, they offer a promising route to high-dimensional non-Gaussian data assimilation (DA), the problem of combining fore
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