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Explainable deep learning improves human mental models of self-driving cars

Nature, Published online: 02 September 2026; doi:10.1038/s41586-026-10950-5 Concept-Wrapper Network, a concept-based explanation approach deployed on a real autonomous vehicle, improves drivers’ ability to understand and predict its behaviour.