Provenance Networks: End-to-End Exemplar-Based Explainability

Ali Kayyam, Anusha Madan Gopal, M. Anthony Lewis

We introduce provenance networks, a novel class of neural models designed to provide end-to-end, training-data-driven explainability. Unlike conventional post-hoc methods, provenan…