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F. Sergeev

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#machine learning Preprint Oct 2026

Simulation-Free Learning of Population Dynamics with Wasserstein Lagrangian Residuals

The dynamics of cells, organisms, and fluids are often modeled as probability distributions evolving over time. Reconstructing and extrapolating this evolution from unpaired snapshots requires assumptions about the underlying process. Wasserstein gradient flows are a common choice, but they cannot describe conservative...

F. Sergeev, Markus Heinonen, Daniel Waxman et al. · 0 citations

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