Transferring Fairness under Distribution Shifts via Fair Consistency Regularization

1 code implementation • 26 Jun 2022 • Bang An, Zora Che, Mucong Ding, Furong Huang

In many real-world applications, however, such an assumption is often violated as previously trained fair models are often deployed in a different environment, and the fairness of such models has been observed to collapse.

Fairness