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Lea Kunkel

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#machine learning Preprint Oct 2026

When do explicit penalties improve flow matching?

Flow matching can learn structure directly from data, raising the question of when additional constraints improve generation. We study penalties that encode such constraints, with physics-informed flow matching as a motivating example. Satisfying a constraint more closely need not make the generated distribution more a...

Lea Kunkel, Alberto González-Sanz, Sophie Langer · 0 citations

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