Fair Selective Classification via Sufficiency

Yuheng Bu * 1 Joshua Ka-Wing Lee * 1 Subhro Das 2 Rameswar Panda 2 Deepta Rajan 2 Prasanna Sattigeri 2
                      Gregory Wornell 1

             Abstract               The field of fair machine learning is rich with both problems
                                and proposed solutions, aiming to provide unbiased decision
   Selective classification is a powerful tool for      systems for various applications. A number of different
   dec ...