Interpretable but Fragile? Robustness of Concept Bottlenecks under Geometric-Semantic Perturbations

Hanwei Zhang, Tianma Hu, Gaojie Jin +2

Concept Bottleneck Models (CBMs) are designed to provide interpretable intermediate representations, yet how such bottlenecks affect robustness remains unclear, with existing studi…