FAIRM: Learning invariant representations for algorithmic fairness and domain generalization with minimax optimality

Sai Li, Linjun Zhang

Machine learning methods often assume that the test data have the same distribution as the training data. However, this assumption may not hold due to multiple levels of heterogene…