Sharp Calibrated Gaussian Processes

23 February 2023

Papers citing "Sharp Calibrated Gaussian Processes"

6 / 6 papers shown

Title
Spectral Representations for Accurate Causal Uncertainty Quantification with Gaussian Processes Hugh Dance Peter Orbanz Arthur Gretton CML 16 1 0 18 Oct 2024
A Decision-driven Methodology for Designing Uncertainty-aware AI Self-Assessment Charles Oredola Vladimir Leung Adnan Ashraf Eric Heim I-Jeng Wang 25 1 0 02 Aug 2024
Multi-fidelity Gaussian process surrogate modeling for regression problems in physics Kislaya Ravi Vladyslav Fediukov Felix Dietrich T. Neckel Fabian Buse Michael Bergmann H. Bungartz AI4CE 21 6 0 18 Apr 2024
Wiener Chaos in Kernel Regression: Towards Untangling Aleatoric and Epistemic Uncertainty T. Faulwasser O. Molodchyk 12 1 0 12 Dec 2023
Bayesian Model Selection, the Marginal Likelihood, and Generalization Sanae Lotfi Pavel Izmailov Gregory W. Benton Micah Goldblum A. Wilson UQCV BDL 45 55 0 23 Feb 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016