Rawlsian Fair Adaptation of Deep Learning Classifiers

Kulin Shah, Pooja Gupta, Amit Deshpande +1

Group-fairness in classification aims for equality of a predictive utility across different sensitive sub-populations, e.g., race or gender. Equality or near-equality constraints i…