ProtoFair: Fair Self-Supervised Contrastive Learning via Pseudo-Counterfactual Pairs

Marah Halawa, Olaf Hellwich

Self-supervised learning methods learn high-quality visual representations, yet recent studies show that these representations often capture demographic biases present in the train…