D-Scope: Decomposing and Steering Diffusion Transformers with Sparse Autoencoders

Xinyue Xu, Jiahao Zhang, Lijie Hu +2

Sparse autoencoders (SAEs) reveal visual structure in diffusion transformers (DiTs), but interpreting a feature does not establish whether it can be used to control generation. We…