Extrapolation and AI transparency: Why machine learning models should reveal when they make decisions beyond their training

The right to artificial intelligence (AI) explainability has consolidated as a consensus in the research community and policy-making. However, a key component of explainability has been missing: extrapolation, which can reveal whether a model is making …