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Open access Sep 2026

Dynamic operator-guided flow matching: A generative physical inverse solver for arbitrary sparse observations

Solving ill-posed physical inverse problems under extremely sparse observations remains a fundamental engineering challenge. Conventional inversion frameworks require repeated, computationally prohibitive forward simulations. While deep learning-accelerated approaches (e.g., Diffusion Posterior Sampling) mitigate the...

Wei-Jie Yang, Zhang Xun, Si-Min Jiang · 0 citations

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