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can thus be written as: L[SF]2M(θ, ϕ) =E t,z,x h ∥vθ(t, x)−u o t (x|z)∥2 +λ(t) 2∥sϕ(t, x)− ∇logp t(x|z)∥ 2 i · 2022

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SplineFlow: Flow Matching for Dynamical Systems with B-Spline Interpolants

cs.LG · 2026-01-30 · unverdicted · novelty 7.0

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.

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SplineFlow: Flow Matching for Dynamical Systems with B-Spline Interpolants cs.LG · 2026-01-30 · unverdicted · none · ref 17
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.

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