Particle Dynamics of Flow Matching and Classifier-Free Guidance from a Stagewise Geometry Perspective

Flow matching, together with classifier-free guidance (CFG), is widely used in generative modeling, yet much of the theoretical understanding remains distribution-wise. Since practical sampling follows individual trajectories, distribution-level guarantees alone do not fully capture how trajectories