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

Xu, Xinyue et al.
arXiv (All) · Papers
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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 introduce D-Scope (Diffusion Scope), a framework that connects feature interpretation to generation control through shar
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