decision theory 1epistemic uncertainty 1evaluation metrics 1selective prediction 1uncertainty disentanglement 1uncertainty quantification 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning
Jakub Paplhám, Willem Waegeman, Eyke Hüllermeier +1
The paper proposes a decision‑theoretic framework for evaluating epistemic uncertainty by measuring its ability to identify reducible error (regret) in selective prediction, and sh…
cs.AI2026
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…
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…