Mean Flows for One-step Generative Modeling

TL;DR

We propose a principled and effective framework for one-step generative modeling. We introduce the notion of average velocity to characterize flow fields, in contrast to instantaneous velocity modeled by Flow Matching methods.

Opening excerpt from the authors’ abstract. source