A Unified Measure-Theoretic View of Diffusion, Score-Based, and Flow Matching Generative Models

Aditya Ranganath, Mukesh Singhal

We survey continuous-time generative modeling methods based on transporting a simple reference distribution to a data distribution via stochastic or deterministic dynamics. We pres…