https://drscotthawley.github.io/blog/posts/FlowModels.html
Flow Matching models have largely replaced diffusion-based ones in a number of areas, and this is a really clear walk through of how they work and what they predict.
It also references a post from folks at Deepmind that makes a case the two frameworks are equivalent. Flow matching approaches are apparently easier to train.