Safe Active Learning for Multi-Output Gaussian Processes

Safe Active Learning for Multi-Output Gaussian Processes

28 March 2022

Barbara Rakitsch

Christoph Zimmer

Papers citing "Safe Active Learning for Multi-Output Gaussian Processes"

12 / 12 papers shown

Title
Amortized Safe Active Learning for Real-Time Data Acquisition: Pretrained Neural Policies from Simulated Nonparametric Functions Cen-You Li Marc Toussaint Barbara Rakitsch Christoph Zimmer OffRL 155 0 0 26 Jan 2025
Vector Optimization with Gaussian Process Bandits İlter Onat Korkmaz Yaşar Cahit Yıldırım Çağın Ararat Cem Tekin 76 0 0 03 Dec 2024
Reciprocal Learning Julian Rodemann Christoph Jansen G. Schollmeyer FedML 37 0 0 12 Aug 2024
Batch Active Learning in Gaussian Process Regression using Derivatives Hon Sum Alec Yu Christoph Zimmer D. Nguyen-Tuong GP 28 1 0 03 Aug 2024
Amortized Active Learning for Nonparametric Functions Cen-You Li Marc Toussaint Barbara Rakitsch Christoph Zimmer 25 0 0 25 Jul 2024
Future Aware Safe Active Learning of Time Varying Systems using Gaussian Processes Markus Lange-Hegermann Christoph Zimmer AI4TS 47 0 0 17 May 2024
Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning Jörn Tebbe Christoph Zimmer A. Steland Markus Lange-Hegermann Fabian Mies GP 23 3 0 28 Feb 2024
Information-Theoretic Safe Bayesian Optimization A. Bottero Carlos E. Luis Julia Vinogradska Felix Berkenkamp Jan Peters 35 1 0 23 Feb 2024
Global Safe Sequential Learning via Efficient Knowledge Transfer Cen-You Li Olaf Duennbier Marc Toussaint Barbara Rakitsch Christoph Zimmer 52 2 0 22 Feb 2024
Amortized Inference for Gaussian Process Hyperparameters of Structured Kernels M. Bitzer Mona Meister Christoph Zimmer 16 9 0 16 Jun 2023
Hierarchical-Hyperplane Kernels for Actively Learning Gaussian Process Models of Nonstationary Systems M. Bitzer Mona Meister Christoph Zimmer 23 4 0 17 Mar 2023
A Framework for Interdomain and Multioutput Gaussian Processes Mark van der Wilk Vincent Dutordoir S. T. John A. Artemev Vincent Adam J. Hensman 40 94 0 02 Mar 2020