Bringing the Unseen Machine into the Light: A Ground Truth for Artificial Intelligence

The field of Explainable Artificial Intelligence, or XAI, promises to open the black box of complex machine learning models, revealing why an AI made a certain decision. Yet, this vital quest faces a fundamental roadblock. We currently inhabit a challenging dichotomy: we have systems that are simple enough to understand completely—like decision trees—bu…