Concept Labels Are Not Enough: Rethinking Concept Bottleneck Models through Representation Integrity

Gaoxiang Huang, Songning Lai, Yutao Yue

Although deep neural networks achieve strong predictive performance, their internal reasoning often remains difficult to inspect and control. Concept Bottleneck Models (CBMs) addre…