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NCT offers a groundbreaking approach to classification that reveals hidden subgroup structures while maintaining high robustness, all without needing subgroup annotations.
Hybrid interpretable models, intended to offer the best of both worlds, can inadvertently create a new form of unfairness by systematically denying certain demographic groups access to interpretable decisions.