Group Fairness with Uncertainty in Sensitive Attributes

Abhin Shah, Maohao Shen, Jongha Jon Ryu +4

Learning a fair predictive model is crucial to mitigate biased decisions against minority groups in high-stakes applications. A common approach to learn such a model involves solvi…