Lange-Hegermann, Markus

7 publications

TMLR 2025 Future-Aware Safe Active Learning of Time Varying Systems Using Gaussian Processes Markus Lange-Hegermann, Christoph Zimmer

L4DC 2025 Physics-Informed Gaussian Processes as Linear Model Predictive Controller Jörn Tebbe, Andreas Besginow, Markus Lange-Hegermann

AISTATS 2024 Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning Jörn Tebbe, Christoph Zimmer, Ansgar Steland, Markus Lange-Hegermann, Fabian Mies

ICML 2023 Gaussian Process Priors for Systems of Linear Partial Differential Equations with Constant Coefficients Marc Harkonen, Markus Lange-Hegermann, Bogdan Raita

NeurIPS 2022 Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations Andreas Besginow, Markus Lange-Hegermann

AISTATS 2021 Linearly Constrained Gaussian Processes with Boundary Conditions Markus Lange-Hegermann

NeurIPS 2018 Algorithmic Linearly Constrained Gaussian Processes Markus Lange-Hegermann