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Timothée Devergne

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#machine learning Preprint Oct 2026

Langevin-Informed Transfer Learning: Replacing Target Samples by Black-Box Feedback

Many scientific and machine learning systems, from molecular dynamics to diffusion models and beyond, are governed by stochastic dynamics with low-dimensional structure, evolving on slow timescales. However, target trajectories, used to identify and interpret such dynamics, are often inaccessible: only biased or static...

Vladimir R. Kostic, Karim Lounici, Hélène Halconruy et al. · 0 citations

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