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.
System Linear Non-linear Oscillatory Chaotic Exponential Decay✓✗ ✗ ✗ Harmonic Oscillator✓✗✓✗ Damped Harmonic Oscillator✓✗✓✗ Lotka–V olterra✗✓ ✓✗ Lorenz System✗✓✗✓ A
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.