arXiv AI By Hanwei Zhang, Tianma Hu, Gaojie Jin, Xu Cheng, Ronghui Mu

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

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arXiv AI
Jun 2

Mixture of Concept Bottleneck Experts

arXiv:2602. 02886v3 Announce Type: replace-cross Abstract: Concept Bottleneck Models (CBMs) promote interpretability by grounding predictions in human-understandable concepts.

By Francesco De Santis, Gabriele Ciravegna, Giovanni De Felice, Arianna Casanova, Francesco Giannini, Michelangelo Diligenti, Johannes Schneider, Danilo Giordano, Mateo Espinosa Zarlenga, Pietro Barbiero