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

Longhao Lei, Lan Yao

Concept representations in diffusion models drift across network depth and denoising time, yet existing sparse autoencoders offer only per-block or per-timestep dictionaries, leavi…