PyFair adapts the PyCT concolic testing tool with a dual network to systematically detect discriminatory instances and verify individual fairness in DNNs, providing completeness guarantees for certain network types.
Black-box fairness testing of ML models,
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Concolic Testing on Individual Fairness of Neural Network Models
PyFair adapts the PyCT concolic testing tool with a dual network to systematically detect discriminatory instances and verify individual fairness in DNNs, providing completeness guarantees for certain network types.