Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning

Emanuele Marconato, Andrea Passerini, Stefano Teso

Focus in Explainable AI is shifting from explanations defined in terms of low-level elements, such as input features, to explanations encoded in terms of interpretable concepts lea…