Michael Chromik

I Think I Get Your Point, AI! The Illusion of Explanatory Depth in Explainable AI

Unintended consequences of deployed AI systems fueled the call for more interpretability in AI systems. Often explainable AI (XAI) systems provide users with simplifying local explanations for individual predictions but leave it up to them to construct a global understanding of the model behavior. In this work, we e…