Explaining Black Boxes With a SMILE: Statistical Model-Agnostic Interpretability With Local Explanations

Explainability is a key aspect of improving trustworthiness. We therefore propose SMILE, a new method that builds on previous approaches by making use of statistical distance measures to improve explainability while remaining applicable to a wide range of input data domains.