Concept-SAE: A Controllable and Invertible Concept Interface for Sparse Autoencoders

Jianrong Ding, Muxi Chen, Chenchen Zhao +1

Standard Sparse Autoencoders (SAEs) excel at discovering a dictionary of a model's learned features, providing a powerful lens for passive feature discovery. However, this passive…