Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications

6 September 2021

Papers citing "Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications"

13 / 13 papers shown

Title
Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal Juliusz Ziomek Masaki Adachi Michael A. Osborne 37 1 0 14 Oct 2024
Lifted Coefficient of Determination: Fast model-free prediction intervals and likelihood-free model comparison Daniel Salnikov Kevin Michalewicz Dan Leonte OOD 31 0 0 11 Oct 2024
Safe and Stable Closed-Loop Learning for Neural-Network-Supported Model Predictive Control Sebastian Hirt Maik Pfefferkorn R. Findeisen 31 3 0 16 Sep 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 39 6 0 18 Apr 2024
Towards Safe Multi-Task Bayesian Optimization Jannis O. Lübsen Christian Hespe Annika Eichler 26 3 0 12 Dec 2023
Constraint-Guided Online Data Selection for Scalable Data-Driven Safety Filters in Uncertain Robotic Systems Jason J. Choi F. Castañeda Wonsuhk Jung Bike Zhang Claire J. Tomlin K. Sreenath 35 3 0 23 Nov 2023
Guaranteed Coverage Prediction Intervals with Gaussian Process Regression Harris Papadopoulos 29 11 0 24 Oct 2023
Episodic Gaussian Process-Based Learning Control with Vanishing Tracking Errors Armin Lederer Jonas Umlauft Sandra Hirche 37 0 0 10 Jul 2023
Can Learning Deteriorate Control? Analyzing Computational Delays in Gaussian Process-Based Event-Triggered Online Learning X. Dai Armin Lederer Zewen Yang Sandra Hirche 35 13 0 14 May 2023
Error Bounds for Kernel-Based Linear System Identification with Unknown Hyperparameters Mingzhou Yin Roy S. Smith 28 0 0 17 Mar 2023
Sharp Calibrated Gaussian Processes A. Capone Geoff Pleiss Sandra Hirche UQCV 42 4 0 23 Feb 2023
Structure-Preserving Learning Using Gaussian Processes and Variational Integrators Jan Brüdigam Martin Schuck A. Capone Stefan Sosnowski Sandra Hirche 11 4 0 10 Dec 2021
Personalized Rehabilitation Robotics based on Online Learning Control Samuel Tesfazgi Armin Lederer Johannes F. Kunz Alejandro Jose Ordóñez Conejo Sandra Hirche 29 1 0 01 Oct 2021