Machine Learning · Statistics
From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation
Nikita Kotelevskii, Vladimir Kondratyev, Martin Takáč, Éric Moulines +1
2025-02-18
Computer Vision and Pattern Recognition · Computer Science
The Aleatoric Uncertainty Estimation Using a Separate Formulation with Virtual Residuals
Takumi Kawashima, Qing Yu, Akari Asai, Daiki Ikami +1
2021-03-12
Machine Learning · Computer Science
Rethinking Aleatoric and Epistemic Uncertainty
Freddie Bickford Smith, Jannik Kossen, Eleanor Trollope, Mark van der Wilk +2
2025-08-19
Machine Learning · Computer Science
Uncertainty-based Fairness Measures
Selim Kuzucu, Jiaee Cheong, Hatice Gunes, Sinan Kalkan
2024-08-30
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
Machine Learning · Computer Science
Beyond the Norms: Detecting Prediction Errors in Regression Models
Andres Altieri, Marco Romanelli, Georg Pichler, Florence Alberge +1
2024-06-12
Machine Learning · Computer Science
On Information-Theoretic Measures of Predictive Uncertainty
Kajetan Schweighofer, Lukas Aichberger, Mykyta Ielanskyi, Sepp Hochreiter
2025-06-17
Machine Learning · Computer Science
Identifying Drivers of Predictive Aleatoric Uncertainty
Pascal Iversen, Simon Witzke, Katharina Baum, Bernhard Y. Renard
2025-05-13
High Energy Physics - Phenomenology · Physics
Bayesian model-data comparison incorporating theoretical uncertainties
Sunil Jaiswal, Chun Shen, Richard J. Furnstahl, Ulrich Heinz +1
2025-10-27