Towards Reasonable Concept Bottleneck Models
CREAM is a new framework for Concept Bottleneck Models that uses a reasoning graph to encode prior knowledge about concept relationships. It structures how concepts relate to each other and tasks, allowing for more interpretable and effective predictions even when concepts are limited.