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

arXiv:2609.38625v3 Announce Type: replace-cross Abstract: Concept Bottleneck Models (CBMs) are designed to provide interpretable intermediate representations, yet how such bottlenecks affect robustness remains unclear, with existing studies reporting mixed and