I am, yes. Most of our field’s research is publicly available on arxiv by the way.
As a researcher in this field, I found the article fairly understandable and accessible. I suspect that was the target audience.
The domain of diffusion models have a lot of terminology and concepts that are not explained here, so maybe that's why it's harder to understand?