Artificial Intelligence · Computer Science
Handling Epistemic and Aleatory Uncertainties in Probabilistic Circuits
Federico Cerutti, Lance M. Kaplan, Angelika Kimmig, Murat Sensoy
2021-02-23
Computation and Language · Computer Science
Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes
Meng Li, Michael Vrazitulis, David Schlangen
2025-06-03
Computation and Language · Computer Science
Shades of confusion: Lexical uncertainty modulates ad hoc coordination in an interactive communication task
Sonia K. Murthy, Thomas L. Griffiths, Robert D. Hawkins
2022-04-28
Machine Learning · Computer Science
Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?
Lisa Wimmer, Yusuf Sale, Paul Hofman, Bern Bischl +1
2023-06-27
Machine Learning · Computer Science
Rethinking Aleatoric and Epistemic Uncertainty
Freddie Bickford Smith, Jannik Kossen, Eleanor Trollope, Mark van der Wilk +2
2025-08-19
Human-Computer Interaction · Computer Science
Mixing Modes: Active and Passive Integration of Speech, Text, and Visualization for Communicating Data Uncertainty
Chase Stokes, Chelsea Sanker, Bridget Cogley, Vidya Setlur
2024-04-15
Machine Learning · Computer Science
Robust Explanations Through Uncertainty Decomposition: A Path to Trustworthier AI
Chenrui Zhu, Louenas Bounia, Vu Linh Nguyen, Sébastien Destercke +1
2025-07-18
Logic in Computer Science · Computer Science
Reasoning About Probabilities, Actions, and Knowledge in Fuzzy Modal Logic
Daniil Kozhemiachenko, Igor Sedlár
2026-04-27
Machine Learning · Computer Science
DEUP: Direct Epistemic Uncertainty Prediction
Salem Lahlou, Moksh Jain, Hadi Nekoei, Victor Ion Butoi +4
2023-02-06
Machine Learning · Computer Science
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications
Xinlei Zhou, Han Liu, Farhad Pourpanah, Tieyong Zeng +1
2022-01-27
Artificial Intelligence · Computer Science
Decision-Making Under Uncertainty: Beyond Probabilities
Thom Badings, Thiago D. Simão, Marnix Suilen, Nils Jansen
2023-03-13
Artificial Intelligence · Computer Science
Measuring Non-Probabilistic Uncertainty: A cognitive, logical and computational assessment of known and unknown unknowns
Florian Ellsaesser, Guido Fioretti, Gail E. James
2023-03-17
Computation and Language · Computer Science
Anthropomimetic Uncertainty: What Verbalized Uncertainty in Language Models is Missing
Dennis Ulmer, Alexandra Lorson, Ivan Titov, Christian Hardmeier
2026-02-23
Machine Learning · Computer Science
On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss
Mohammed Fellaji, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro
2024-07-18