Towards Robust and Reliable Concept Representations: Reliability-Enhanced Concept Embedding Model

Yuxuan Cai, Xiyu Wang, Satoshi Tsutsui +2

Concept Bottleneck Models (CBMs) aim to enhance interpretability by predicting human-understandable concepts as intermediates for decision-making. However, these models often face…