@articlePhilipp_Schaller_Boshoff_Peitz_Nüske_Worthmann_2024, title=Extended Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency, journal=arXiv:2402.02494, author=Philipp, Friedrich M. and Schaller, Manuel and Boshoff, Septimus and Peitz, Sebastian and Nüske, Feliks and Worthmann, Karl, year=2024 

@articleSonntag_Peitz_2024, title=Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems, DOI=10.1007/s10957-024-02389-3, journal=Journal of Optimization Theory and Applications, publisher=Springer, author=Sonntag, Konstantin and Peitz, Sebastian, year=2024 

@articleSonntag_Gebken_Müller_Peitz_Volkwein_2024, title=A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces, journal=arXiv:2402.06376, author=Sonntag, Konstantin and Gebken, Bennet and Müller, Georg and Peitz, Sebastian and Volkwein, Stefan, year=2024 

@articlePeitz_Stenner_Chidananda_Wallscheid_Brunton_Taira_2024, title=Distributed Control of Partial Differential Equations Using  Convolutional Reinforcement Learning, volume=461, DOI=10.1016/j.physd.2024.134096, journal=Physica D: Nonlinear Phenomena, publisher=Elsevier, author=Peitz, Sebastian and Stenner, Jan and Chidananda, Vikas and Wallscheid, Oliver and Brunton, Steven L. and Taira, Kunihiko, year=2024, pages=134096 

@articleOtto_Peitz_Rowley_2024, title=Learning Bilinear Models of Actuated Koopman Generators from  Partially-Observed Trajectories, volume=23, DOI=10.1137/22M1523601, number=1, journal=SIAM Journal on Applied Dynamical Systems, publisher=SIAM, author=Otto, Samuel E. and Peitz, Sebastian and Rowley, Clarence W., year=2024, pages=885–923 

@articlePhilipp_Schaller_Worthmann_Peitz_Nüske_2024, title=Error bounds for kernel-based approximations of the Koopman operator, volume=71, DOI=10.1016/j.acha.2024.101657, number=101657, journal=Applied and Computational Harmonic Analysis , publisher=Springer , author=Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl and Peitz, Sebastian and Nüske, Feliks, year=2024 

@articleAkhter_Fährmann_Sonntag_Peitz_2024, title=Common pitfalls to avoid while using multiobjective optimization in machine learning, journal=arXiv, author=Akhter, Junaid and Fährmann, Paul David and Sonntag, Konstantin and Peitz, Sebastian, year=2024 

@articlePeitz_Bieker_2023, title=On the Universal Transformation of Data-Driven Models to Control Systems, volume=149, DOI=10.1016/j.automatica.2022.110840, number=110840, journal=Automatica, publisher=Elsevier, author=Peitz, Sebastian and Bieker, Katharina, year=2023 

@articleWerner_Peitz_2023, title=Learning a model is paramount for sample efficiency in reinforcement  learning control of PDEs, journal=arXiv:2302.07160, author=Werner, Stefan and Peitz, Sebastian, year=2023 

@articleGebken_Bieker_Peitz_2023, title=On the structure of regularization paths for piecewise differentiable regularization terms, volume=85, DOI=10.1007/s10898-022-01223-2, number=3, journal=Journal of Global Optimization, author=Gebken, Bennet and Bieker, Katharina and Peitz, Sebastian, year=2023, pages=709–741 

@inproceedingsSchaller_Worthmann_Philipp_Peitz_Nüske_2023, title=Towards reliable data-based optimal and predictive control using extended DMD, volume=56, DOI=10.1016/j.ifacol.2023.02.029, number=1, booktitle=IFAC-PapersOnLine, author=Schaller, Manuel and Worthmann, Karl and Philipp, Friedrich and Peitz, Sebastian and Nüske, Feliks, year=2023, pages=169–174 

@inproceedingsHotegni_Mahabadi_Vakilian, title=Approximation Algorithms for Fair Range Clustering, booktitle=Proceedings of the 40th International Conference on Machine Learning, Honolulu, Hawaii, USA. PMLR 202, 2023., author=Hotegni, Sedjro Salomon and Mahabadi, Sepideh and Vakilian, Ali 

@articlePeitz_Harder_Nüske_Philipp_Schaller_Worthmann_2023, title=Partial observations, coarse graining and equivariance in Koopman  operator theory for large-scale dynamical systems, journal=arXiv:2307.15325, author=Peitz, Sebastian and Harder, Hans and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl, year=2023 

@articleNüske_Peitz_Philipp_Schaller_Worthmann_2023, title=Finite-data error bounds for Koopman-based prediction and control, volume=33, DOI=10.1007/s00332-022-09862-1, number=14, journal=Journal of Nonlinear Science, author=Nüske, Feliks and Peitz, Sebastian and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl, year=2023 

@articleHotegni_Peitz_Berkemeier_2023, title=Multi-Objective Optimization for Sparse Deep Neural Network Training, journal=arXiv:2308.12243, author=Hotegni, Sedjro Salomon and Peitz, Sebastian and Berkemeier, Manuel Bastian, year=2023 

@articleDellnitz_Hüllermeier_Lücke_Ober-Blöbaum_Offen_Peitz_Pfannschmidt_2023, title=Efficient time stepping for numerical integration using reinforcement  learning, volume=45, DOI=10.1137/21M1412682, number=2, journal=SIAM Journal on Scientific Computing, author=Dellnitz, Michael and Hüllermeier, Eyke and Lücke, Marvin and Ober-Blöbaum, Sina and Offen, Christian and Peitz, Sebastian and Pfannschmidt, Karlson, year=2023, pages=9–5 

@articleWallscheid_Peitz_Stenner_Weber_Boshoff_Meyer_Chidananda_Schweins_2023, title=ElectricGrid.jl - A Julia-based modeling and simulationtool for power electronics-driven electric energy grids, volume=8, DOI=10.21105/joss.05616, number=895616, journal=Journal of Open Source Software, publisher=The Open Journal, author=Wallscheid, Oliver and Peitz, Sebastian and Stenner, Jan and Weber, Daniel and Boshoff, Septimus and Meyer, Marvin and Chidananda, Vikas and Schweins, Oliver, year=2023 

@inproceedingsWohlleben_Muth_Peitz_Sextro_2023, title=Transferability of a discrepancy model for the dynamics of electromagnetic oscillating circuits, DOI=10.1002/pamm.202300039, booktitle=Proceedings in Applied Mathematics and Mechanics, publisher=Wiley, author=Wohlleben, Meike Claudia and Muth, Lars and Peitz, Sebastian and Sextro, Walter, year=2023 

@articlePeitz_Hunstig_Rose_Meier_2023, title=Accelerating the analysis of optical quantum systems using the Koopman operator, author=Peitz, Sebastian and Hunstig, Anna and Rose, Hendrik and Meier, Torsten, year=2023 

@articleAmakor_Sonntag_Peitz_2023, title=A multiobjective continuation method to compute the regularization path of deep neural networks, journal=arXiv, author=Amakor, Augustina Chidinma and Sonntag, Konstantin and Peitz, Sebastian, year=2023 

@articlePhilipp_Schaller_Worthmann_Peitz_Nüske_2023, title=Error analysis of kernel EDMD for prediction and control in the Koopman  framework, journal=arXiv:2312.10460, author=Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl and Peitz, Sebastian and Nüske, Feliks, year=2023 

@articleSonntag_Peitz_2023, title=Fast Convergence of Inertial Multiobjective Gradient-like Systems with Asymptotic Vanishing Damping, journal=arXiv:2307.00975, author=Sonntag, Konstantin and Peitz, Sebastian, year=2023 

@articleBernreuther_Dellnitz_Gebken_Müller_Peitz_Sonntag_Volkwein_2023, title=Multiobjective Optimization of Non-Smooth PDE-Constrained Problems, journal=arXiv:2308.01113, author=Bernreuther, Marco and Dellnitz, Michael and Gebken, Bennet and Müller, Georg and Peitz, Sebastian and Sonntag, Konstantin and Volkwein, Stefan, year=2023 

@inbookBanholzer_Gebken_Dellnitz_Peitz_Volkwein_2022, place=Cham, title=ROM-Based Multiobjective Optimization of Elliptic PDEs via Numerical Continuation, DOI=10.1007/978-3-030-79393-7_3, booktitle=Non-Smooth and Complementarity-Based Distributed Parameter Systems, publisher=Springer, author=Banholzer, Stefan and Gebken, Bennet and Dellnitz, Michael and Peitz, Sebastian and Volkwein, Stefan, editor=Michael, Hintermüller and Roland, Herzog and Christian, Kanzow and Michael, Ulbrich and Stefan, Ulbrich, year=2022, pages=43–76 

@inbookPeitz_Dellnitz_Bannenberg_2022, place=Cham, series=Mathematics in Industry, title=Efficient Virtual Design and Testing of Autonomous Vehicles, volume=35, DOI=10.1007/978-3-030-81455-7_23, booktitle=German Success Stories in Industrial Mathematics, publisher=Springer International Publishing, author=Peitz, Sebastian and Dellnitz, Michael and Bannenberg, Sebastian, editor=Bock, H. G. and Küfer, K.-H. and Maas, P. and Milde, A. and Schulz, V., year=2022, collection=Mathematics in Industry 

@articleKlus_Nüske_Peitz_2022, title=Koopman analysis of quantum systems, volume=55, DOI=10.1088/1751-8121/ac7d22, number=31, journal=Journal of Physics A: Mathematical and Theoretical, publisher=IOP Publishing Ltd., author=Klus, Stefan and Nüske, Feliks and Peitz, Sebastian, year=2022, pages=314002 

@articleBerkemeier_Peitz_2022, title=Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients, journal=arXiv:2208.12094, author=Berkemeier, Manuel Bastian and Peitz, Sebastian, year=2022 

@articleBieker_Gebken_Peitz_2022, title=On the Treatment of Optimization Problems with L1 Penalty Terms via Multiobjective Continuation, volume=44, DOI=10.1109/TPAMI.2021.3114962, number=11, journal=IEEE Transactions on Pattern Analysis and Machine Intelligence, publisher=IEEE, author=Bieker, Katharina and Gebken, Bennet and Peitz, Sebastian, year=2022, pages=7797–7808 

@inbookWohlleben_Bender_Peitz_Sextro_2022, place=Cham, title=Development of a Hybrid Modeling Methodology for Oscillating Systems with Friction, DOI=10.1007/978-3-030-95470-3_8, booktitle=Machine Learning, Optimization, and Data Science, publisher=Springer International Publishing, author=Wohlleben, Meike Claudia and Bender, Amelie and Peitz, Sebastian and Sextro, Walter, year=2022 

@articleBerkemeier_Peitz_2021, title=Derivative-Free Multiobjective Trust Region Descent Method Using Radial  Basis Function Surrogate Models, volume=26, DOI=10.3390/mca26020031, number=231, journal=Mathematical and Computational Applications, author=Berkemeier, Manuel Bastian and Peitz, Sebastian, year=2021