Generative models improve fairness of medical classifiers under distribution shifts

Ira Ktena, Olivia Wiles, Isabela Albuquerque +9

A ubiquitous challenge in machine learning is the problem of domain generalisation. This can exacerbate bias against groups or labels that are underrepresented in the datasets used…