An Analysis of Safety Guarantees in Multi-Task Bayesian Optimization
arXiv, 2025
Jannis Luebsen, Annika Eichler, "An Analysis of Safety Guarantees in Multi-Task Bayesian Optimization." arXiv, 2025.
Access paper here
Publications
You can also find my articles on my Google Scholar profile.
Preprints
Journal Articles
Data-Driven Feedback Optimization for Particle Accelerator Application
at - Automatisierungstechnik, 2025
Christian Hespe, Jan Kaiser, Jannis Lübsen, Frank Mayet, Matthias Scholz, Annika Eichler, "Data-Driven Feedback Optimization for Particle Accelerator Application." at - Automatisierungstechnik, 2025.
Access paper here
Bayesian Optimization Algorithms for Accelerator Physics
Phys. Rev. Accel. Beams, 2024
Ryan Roussel, Auralee Edelen, Tobias Boltz, Dylan Kennedy, Zhe Zhang, Fuhao Ji, Xiaobiao Huang, Daniel Ratner, Andrea Garcia, Chenran Xu, Jan Kaiser, Angel Pousa, Annika Eichler, Jannis Lübsen, Natalie Isenberg, Yuan Gao, Nikita Kuklev, Jose Martinez, Brahim Mustapha, Verena Kain, Christopher Mayes, Weijian Lin, Simone Liuzzo, Jason St., Matthew Streeter, Remi Lehe, Willie Neiswanger, "Bayesian Optimization Algorithms for Accelerator Physics." Phys. Rev. Accel. Beams, 2024.
Access paper here
Conference Papers
Towards Safe Multi-Task Bayesian Optimization
In the proceedings of Proceedings of the 6th Annual Learning for Dynamics & Control Conference, 2024
Jannis Lübsen, Christian Hespe, Annika Eichler, "Towards Safe Multi-Task Bayesian Optimization." In the proceedings of Proceedings of the 6th Annual Learning for Dynamics & Control Conference, 2024.
Access paper here
A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL
In the proceedings of 22nd IFAC World Congress, 2023
Jannis Lübsen, Maximilian Schütte, Sebastian Schulz, Annika Eichler, "A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL." In the proceedings of 22nd IFAC World Congress, 2023.
Access paper here