Fair Representation Learning

Learn representations that hide the protected attribute by construction. Learn Learning Fair Representations (Zemel et al.), Fair Factorised VAEs, contrastive fair representation methods, downstream-utility evaluation, and the leakage trade-off (perfect fairness usually destroys utility).