3 papers
cs.LG2026
Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning
Jakub Paplhám, Willem Waegeman, Eyke Hüllermeier +1
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…
cs.CV2025
Photo Dating by Facial Age Aggregation
Jakub Paplham, Vojtech Franc
We introduce a novel method for Photo Dating which estimates the year a photograph was taken by leveraging information from the faces of people present in the image. To facilitate…
cs.AI2025
Epistemic Reject Option Prediction
Vojtech Franc, Jakub Paplham
In high-stakes applications, predictive models must not only produce accurate predictions but also quantify and communicate their uncertainty. Reject-option prediction addresses th…