NGIF leverages gauge freedom in the continuity equation to learn non-gradient vector fields, improving distributional accuracy and non-potential transport capture over gradient-restricted baselines on low- and high-dimensional physics problems.
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Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
NGIF leverages gauge freedom in the continuity equation to learn non-gradient vector fields, improving distributional accuracy and non-potential transport capture over gradient-restricted baselines on low- and high-dimensional physics problems.