Physical Fidelity Reconstruction via Improved Consistency-Distilled Flow Matching for Dynamical Systems

Sicheng Ma, Tianyue Yang, Xiuzhe Wu +1

Reconstructing high-fidelity flow fields from low-fidelity observations is a central problem in scientific machine learning, yet recent diffusion and flow-matching models typically…