From Weights to Concepts: Data-Free Interpretability of CLIP via Singular Vector Decomposition

Francesco Gentile, Nicola Dall'Asen, Francesco Tonini +3

As vision-language models are deployed at scale, understanding their internal mechanisms becomes increasingly critical. Existing interpretability methods predominantly rely on acti…