14.08.2026

MCML at UAI 2026

Nine Accepted Papers

42nd Conference on Uncertainty in Artificial Intelligence, Amsterdam, The Netherlands, Aug 17-21, 2026

We are happy to announce that MCML researchers have contributed a total of 9 papers to UAI 2026. Congrats to our researchers!

Main Track (9 papers)

C. Bülte • Y. Sale • G. Kutyniok • E. Hüllermeier
Uncertainty Quantification for Regression: A Unified Framework based on kernel scores.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

C. Bülte • Y. Sale • T. Löhr • P. Hofman • G. Kutyniok • E. Hüllermeier
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

X. Gonzalez-Garcia • S. L. Chau • J. Rodemann • M. Caprio • K. Muandet • H. Bustince • S. Destercke • E. Hüllermeier • Y. Sale
Quantification of Credal Uncertainty: A Distance-Based Approach.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. Preprint. arXiv

S. Haas • L. Killmaier • A. Javanmardi • E. Hüllermeier
Reliable Conformal Prediction for Ordinal Classification Using the Ranked Probability Score.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

A. Javanmardi • S. H. Zargarbashi • S. M. A. R. Thies • W. Waegeman • A. Bojchevski • E. Hüllermeier
Optimal Conformal Prediction under Epistemic Uncertainty.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

B. Kühbacher • D. Crommelin • N. Kilbertus
Decomposing Ensemble Spread in Lorenz '96 With Learned Stochastic Parameterizations.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

T. Nagler • T. Brock • N. Palm
Online Bootstrap Inference for the Trend of Nonstationary Time Series.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

R. D. Paul • A. Stratmann • J. F. Jadebeck • M. Beyß • H. Scharr • D. Rügamer • K. Nöh
Higher-Order Hit-&-Run Samplers for Linearly Constrained Densities.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv

V. Venkatesh • E. Hüllermeier • B. Bischl • M. Rezaei
Structured Credal Learning.
UAI 2026 - 42nd Conference on Uncertainty in Artificial Intelligence. Amsterdam, The Netherlands, Aug 17-21, 2026. To be published. Preprint available. arXiv