Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data

Nico Potyka, Xiang Yin, Francesca Toni

There is broad agreement in the literature that explanation methods should be faithful to the model that they explain, but faithfulness remains a rather vague term. We revisit fait…