Kantify What is Explainable AI?

Artificial Intelligence (AI) is making more decisions for us than ever before. AI is helping us keep our cars on the right lane, helping judges make the right decision, and even deciding who lives or dies on the battlefield. As AI proliferates in our daily lives, there is also a growing fear that humans lose control. The European Commission's current president, Ursula Von der Leyen, has pushed hard to start creating frameworks to regulate the use of AI, resulting in a document guidelining the requirements that AI systems need to meet in order to be trustworthy. One of the key elements of these guidelines is the notion that "AI systems and their decisions should be explained in a manner adapted to the stakeholder concerned." What the European Commission really wants then, is Explainable AI (EAI): an AI where the logic for making the decision, or a summary of the logic is made available.