SharedSAE: a unified sparse dictionary across u-net blocks and denoising time for diffusion models.

arXiv:2610.13997v1 Announce Type: cross Abstract: Concept representations in diffusion models drift across network depth and denoising time, yet existing sparse autoencoders offer only per-block or per-timestep dictionaries, leaving no single feature dictionar