SplineFlow uses B-spline interpolation inside flow matching to jointly construct stable conditional paths that satisfy multi-marginal constraints for dynamical systems with irregular observations.
Utilizing the fact that the marginal velocity can be written asu t(x) = R ut(x|z) pt(x|z)q(z) pt(x) dzwe get the required result: ∂pt(x) ∂t =−∇ ·(u t(x)pt(x))
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SplineFlow: Flow Matching for Dynamical Systems with B-Spline Interpolants
SplineFlow uses B-spline interpolation inside flow matching to jointly construct stable conditional paths that satisfy multi-marginal constraints for dynamical systems with irregular observations.