Flow-Based Perspective: From NFs to Flow Matching
Overview
This chapter introduces the flow-based view, connecting normalizing flows and neural ODEs to the flow matching framework. It explains how to construct probability paths and velocity fields between distributions, and treats generation as following a learned velocity field from noise to data.
Chapter 5 of The Principles of Diffusion Models.