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Verena Wagner (University of Konstanz), “On Pause: Suspending Judgment and Abstaining in Machine Learning”
Verena Wagner (University of Konstanz), “On Pause: Suspending Judgment and Abstaining in Machine Learning”
Abstract: Machine Learning (ML) systems typically yield definitive outputs, even when the underlying probabilities do not justify a decision. This poses a significant challenge in medical applications, where patients rely on individualized diagnoses, treatments, and prognoses. A recent advancement in ML research addresses this issue by introducing so-called “abstention models,” which enable ML systems to
