Articles with "fairness testing" as a keyword



Boosting Generalizable Fairness With Mahalanobis Distances Guided Boltzmann Exploratory Testing

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Published in 2025 at "IEEE Transactions on Software Engineering"

DOI: 10.1109/tse.2025.3581402

Abstract: Although machine learning models have been remarkably effective for decision-making tasks such as employment, insurance, and criminal justice, it remains urgent yet challenging to ensure model predictions are reliable and socially fair. This amounts to… read more here.

Keywords: mahalanobis distances; fairness testing; fairness; state ... See more keywords