This is a really interesting paper, which takes the ideas from diffusion models (often applied to image data), and adapts them to single cell genetic expression data. Really nice crossover.

scDiffusion: conditional generation of high-quality single-cell data using diffusion model
https://academic.oup.com/bioinformatics/article/40/9/btae518/7738782