When Are Concept Bottleneck Model Explanations Faithful and Compact?

arXiv:2610.06285v1 Announce Type: cross Abstract: Concept bottleneck models (CBMs) are neural classifiers that allow to explain their decisions via high-level concepts, potentially enabling understanding, steering and debugging. However, their explanations are