Preprint Open access
A Unifying Framework of Concept-based Explainable AI with Completeness Guarantees
Concept-based explanations describe neural network predictions through human-understandable properties of inputs called concepts. The field encompasses approaches that differ in how they define and represent concepts and connect them to model predictions. We introduce a theoretical framework that describes these approa …