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cs.LG 1

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2025 1

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Saving Foundation Flow-Matching Priors for Inverse Problems

cs.LG · 2025-11-20 · unverdicted · novelty 6.0

FMPlug adapts foundation flow-matching models into practical priors for inverse problems by combining instance-guided warm-start with sharp Gaussianity regularization, showing superior results on image restoration and scientific tasks with limited samples.

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  • Saving Foundation Flow-Matching Priors for Inverse Problems cs.LG · 2025-11-20 · unverdicted · none · ref 10

    FMPlug adapts foundation flow-matching models into practical priors for inverse problems by combining instance-guided warm-start with sharp Gaussianity regularization, showing superior results on image restoration and scientific tasks with limited samples.