Measuring Leakage in Concept-Based Methods: An Information Theoretic Approach

Mikael Makonnen, Moritz Vandenhirtz, Sonia Laguna +1

Concept Bottleneck Models (CBMs) aim to enhance interpretability by structuring predictions around human-understandable concepts. However, unintended information leakage, where pre…