Credal Concept Bottleneck Models for Epistemic-Aleatoric Uncertainty Decomposition
arXiv:2604.24170v1 Announce Type: new
Abstract: Concept Bottleneck Models (CBMs) predict through human-interpretable concepts, but they typically output point concept probabilities that conflate epistemic uncertainty (reducible model underspecificatio…