Safe Fairness Guarantees Without Demographics in Classification: Spectral Uncertainty Set Perspective
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As automated classification systems become increasingly prevalent, concerns have emerged over their potential to reinforce and amplify existing societal biases. In the light of this issue, many methods have been proposed to enhance the fairness guarantees of c... ...