X-ToM: Explaining with Theory-of-Mind for Gaining Justified Human Trust

Understand

We present a new explainable AI (XAI) framework aimed at increasing justified human trust and reliance in the AI machine through explanations.

• We pose explanation as an iterative communication process, i.e.
• dialog, between the machine and human user.
• More concretely, the machine generates sequence of explanations in a dialog which takes into account three important aspects at each dialog turn: (a) human's intention (or curiosity); (b) human's understanding of the machine; and (c) machine's understanding of the human user.