Group-convolutional extended dynamic mode decomposition (2025)
Authors: Hans Harder, Feliks Nüske, Friedrich M. Philipp, Manuel Schaller, Karl Worthmann, Sebastian Peitz
Published at: Physica D Nonlinear Phenomena (Volume: 480)
DOI: 10.1016/j.physd.2025.134725
The impact of AI on engineering design procedures for dynamical systems (2025)
Authors: Kristin M. de Payrebrune, Kathrin Flaßkamp, Tom Ströhla, Thomas Sattel, Dieter Bestle, Benedict Röder, Peter Eberhard, Sebastian Peitz, Marcus Stoffel, Gulakala Rutwik, Borse Aditya, Meike Wohlleben, Walter Sextro, Maximilian Raff, David Remy, Manish Yadav, Merten Stender, Jan van Delden, Timo Lüddecke, Sabine C. Langer, Julius Schultz, Christopher Blech
Published at: Technische Mechanik (Volume: 45)
DOI: 10.24352/UB.OVGU-2025-037
Effective Backdoor Learning on Open-Set Face Recognition Systems (2025)
Authors: Diana Voth, Leonidas Dane, Jonas Grebe, Sebastian Peitz, Philipp Terhörst
Published at: Proceedings 2025 IEEE Winter Conference on Applications of Computer Vision Wacv 2025
DOI: 10.1109/WACV61041.2025.00109
EQUIVARIANCE AND PARTIAL OBSERVATIONS IN KOOPMAN OPERATOR THEORY FOR PARTIAL DIFFERENTIAL EQUATIONS (2025)
Authors: Sebastian Peitz, Hans Harder, Feliks Nüske, Friedrich M. Philipp, Manuel Schalier, Kari Worthmann
Published at: Journal of Computational Dynamics (Volume: 12)
DOI: 10.3934/jcd.2024035
A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces (2024)
Authors: Konstantin Sonntag, Bennet Gebken, Georg Müller, Sebastian Peitz, Stefan Volkwein
Published at: Journal of Optimization Theory and Applications (Volume: 203)
DOI: 10.1007/s10957-024-02520-4
Error bounds for kernel-based approximations of the Koopman operator (2024)
Authors: Friedrich M. Philipp, Manuel Schaller, Karl Worthmann, Sebastian Peitz, Feliks Nüske
Published at: Applied and Computational Harmonic Analysis (Volume: 71)
DOI: 10.1016/j.acha.2024.101657
Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems (2024)
Authors: Konstantin Sonntag, Sebastian Peitz
Published at: Journal of Optimization Theory and Applications (Volume: 201)
DOI: 10.1007/s10957-024-02389-3
Distributed control of partial differential equations using convolutional reinforcement learning (2024)
Authors: Sebastian Peitz, Jan Stenner, Vikas Chidananda, Oliver Wallscheid, Steven L. Brunton, Kunihiko Taira
Published at: Physica D Nonlinear Phenomena (Volume: 461)
DOI: 10.1016/j.physd.2024.134096
On the continuity and smoothness of the value function in reinforcement learning and optimal control (2024)
Authors: Hans Harder, Sebastian Peitz
Published at: Proceedings of the IEEE Conference on Decision and Control
DOI: 10.1109/CDC56724.2024.10886529
FAST CONVERGENCE OF INERTIAL MULTIOBJECTIVE GRADIENT-LIKE SYSTEMS WITH ASYMPTOTIC VANISHING DAMPING (2024)
Authors: Konstantin Sonntag, Sebastian Peitz
Published at: SIAM Journal on Optimization (Volume: 34)
DOI: 10.1137/23M1588512