Vojtěch Franc

Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning

Jakub Paplhám, Willem Waegeman, Eyke Hüllermeier, Vojtěch Franc

Current evaluation of epistemic uncertainty relies on tasks such as out-ofdistribution detection and active learning. However, the Bayes-optimal decision strategies for these tasks do not coincide with the scores commonly used to quantify epistemic uncertainty. Building on the ep…Read more