Modeling Stochastic Conditional Dynamics from Sparse Observations via Kernel-Stabilized Flow Matching

Adam P. Generale, Andreas E. Robertson, Surya R. Kalidindi

Learning to transform conditional probability densities over time is a fundamental challenge spanning probabilistic modeling and the natural sciences. This task is paramount when f…