Learning Fair Classifiers with Partially Annotated Group Labels

Sangwon Jung, Sanghyuk Chun, Taesup Moon

Recently, fairness-aware learning have become increasingly crucial, but most of those methods operate by assuming the availability of fully annotated demographic group labels. We e…