FLEA: Provably Robust Fair Multisource Learning from Unreliable Training Data

Eugenia Iofinova, Nikola Konstantinov, Christoph H. Lampert

Fairness-aware learning aims at constructing classifiers that not only make accurate predictions, but also do not discriminate against specific groups. It is a fast-growing area of…