Trust Issues: Uncertainty Estimation Does Not Enable Reliable OOD Detection On Medical Tabular Data

Dennis Ulmer, Lotta Meijerink, Giovanni Cinà

Abstract: When deploying machine learning models in high-stakes real-world environments such as health care, it is crucial to accurately assess the uncertainty concerning a model’s prediction on abnormal inp...