Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary
Concepts
Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary
Concepts
The concept bottleneck model (CBM) is an interpretable-by-design framework that makes decisions by first predicting a set of interpretable concepts, and then predicting the class label based on the given concepts. Existing CBMs are trained with a fixed set of concepts (concepts are either annotated by the dataset or queried …