CHOQOLATE: Organizing Concept Bottleneck Latent Spaces with Choquet Integrals

Rémi Kazmierczak, Johanne Cohen, Marianne Clausel

Concept Bottleneck Models (CBMs) built on vision-language models such as CLIP represent a latent space as human-understandable concepts. These representations are unfaithful: relat…