From the 1 of 4 linked papers with an AI index.
4 papers
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…
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…
Few-Shot Personalized Age Estimation
Jakub Paplhám, VojtÄch Franc, Artem Moroz
Existing age estimation methods treat each face as an independent sample, learning a global mapping from appearance to age. This ignores a well-documented phenomenon: individuals a…
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…