Author

Florentin Coeurdoux

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Preprint Aug 2026

Beckmann Transport Models: From Autonomous Flows to One-Step Maps

An instantiation of flow matching that relies on a time-independent velocity field to exactly map between two distributions, so long as the target is singular, is proposed and supported on a lower-dimensional data manifold.

Cheuk-Kit Lee, Florentin Coeurdoux, Yuyuan Chen et al. · 4 citations

#machine learning Feb 2026

MGD: Moment Guided Diffusion for Maximum Entropy Generation

Generating samples from limited information is a fundamental problem across scientific domains. Classical maximum entropy methods provide principled uncertainty quantification from moment constraints but require sampling via MCMC or Langevin dynamics, which typically exhibit exponential slowdown in high dimensions. In...

Etienne Lempereur, Nathanaël Cuvelle-Magar, Florentin Coeurdoux et al. · arXiv.org · 1 citation