LUCID-SAE: Learning Unified Vision-Language Sparse Codes for Interpretable Concept Discovery

Difei Gu, Yunhe Gao, Gerasimos Chatzoudis +6

Sparse autoencoders (SAEs) offer a natural path toward comparable explanations across different representation spaces. However, current SAEs are trained per modality, producing dic…