Fairness Without Demographics in Repeated Loss Minimization

Tatsunori B. Hashimoto, Megha Srivastava, Hongseok Namkoong +1

Machine learning models (e.g., speech recognizers) are usually trained to minimize average loss, which results in representation disparity---minority groups (e.g., non-native speak…