The Quest for Explainability in Artificial Intelligence: Challenges, Progress, and Future Directions

Picture yourself in front of a master of chess who always gets it right but cannot tell you why. This scenario mirrors one of the most pressing challenges in modern artificial intelligence: the black box problem. Given that we would never trust a judge who cannot justify their verdicts, we ought to be wary of the same hold our AI systems in important decisions.