I believe diffusion image models learn to model a reverse-noising function, rather than reverse-blurring.

Most of them do but it's not mandatory and deblurring can be used [1]

[1] Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise, Bansal et al., NeurIPS 2023