Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions

Hidde Fokkema, Tim van Erven, Sara Magliacane

Machine learning is a vital part of many real-world systems, but several concerns remain about the lack of interpretability, explainability and robustness of black-box AI systems.…