A Unifying Framework of Concept-based Explainable AI with Completeness Guarantees

Vojtěch Kůr, Adam Kukučka, Tomáš Brázdil +1

Concept-based explanations describe neural network predictions through human-understandable properties of inputs called concepts. The field encompasses approaches that differ in ho…