A Unifying Framework of Concept-based Explainable AI with Completeness Guarantees
This work revisits model completeness: how well the concepts can reproduce the model's outputs, and shows that model incompleteness of the concepts can be bounded by the autoencoder's reconstruction error.
Vojtech Kur, A. Kukucka, T. Brázdil et al.
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