Posterior Variance Analysis of Gaussian Processes with Application to Average Learning Curves

4 June 2019

Papers citing "Posterior Variance Analysis of Gaussian Processes with Application to Average Learning Curves"

15 / 15 papers shown

Title
Unexpected Improvements to Expected Improvement for Bayesian Optimization Sebastian Ament Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 92 82 0 08 Jan 2025
Stopping Bayesian Optimization with Probabilistic Regret Bounds James T. Wilson 65 4 0 26 Feb 2024
Global Safe Sequential Learning via Efficient Knowledge Transfer Cen-You Li Olaf Duennbier Marc Toussaint Barbara Rakitsch Christoph Zimmer 114 2 0 22 Feb 2024
OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations Yao Shu Jiongfeng Fang Y. He Fei Richard Yu 66 0 0 18 Feb 2024
Wiener Chaos in Kernel Regression: Towards Untangling Aleatoric and Epistemic Uncertainty T. Faulwasser O. Molodchyk 109 1 0 12 Dec 2023
Information-theoretic Analysis of Test Data Sensitivity in Uncertainty Futoshi Futami Tomoharu Iwata UD PER 55 3 0 23 Jul 2023
Monotonicity and Double Descent in Uncertainty Estimation with Gaussian Processes Liam Hodgkinson Christopher van der Heide Fred Roosta Michael W. Mahoney UQCV 72 6 0 14 Oct 2022
Excess risk analysis for epistemic uncertainty with application to variational inference Futoshi Futami Tomoharu Iwata N. Ueda Issei Sato Masashi Sugiyama UQCV 105 1 0 02 Jun 2022
Networked Online Learning for Control of Safety-Critical Resource-Constrained Systems based on Gaussian Processes Armin Lederer Mingmin Zhang Samuel Tesfazgi Sandra Hirche 49 3 0 23 Feb 2022
Uncertainty-aware Safe Exploratory Planning using Gaussian Process and Neural Control Contraction Metric Dawei Sun M. J. Khojasteh S. Shekhar Chuchu Fan 62 2 0 13 May 2021
The Shape of Learning Curves: a Review T. Viering Marco Loog 80 135 0 19 Mar 2021
Control Barriers in Bayesian Learning of System Dynamics Vikas Dhiman M. J. Khojasteh M. Franceschetti Nikolay Atanasov 117 67 0 29 Dec 2020
The Impact of Data on the Stability of Learning-Based Control- Extended Version Armin Lederer A. Capone Thomas Beckers Jonas Umlauft Sandra Hirche 76 10 0 20 Nov 2020
How Training Data Impacts Performance in Learning-based Control Armin Lederer A. Capone Jonas Umlauft Sandra Hirche 62 18 0 25 May 2020
Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control Armin Lederer Jonas Umlauft Sandra Hirche 92 155 0 04 Jun 2019