Guided Flow Matching for Forward and Inverse PDE Problems with Sparse Observations: Algorithm and Theory

Xifeng Zhang, Jin Zhao

Reconstructing PDE solutions from sparse observations is a core challenge in scientific computing. We present FM4PDE, a flow-matching generative framework that learns the joint dis…