Medical AI models leak patient training data

German researchers found discriminative medical AI models are highly vulnerable to membership inference attacks. In seven datasets, individual patients were identified with near-perfect success. Underrepresented groups were even easier to expose. The study concluded that standard privacy audits fail to capture this risk and reporting standards must change.