@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 
LibreCat: /record/51160
arXiv: 2402.02494

@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 
LibreCat: /record/46019
DOI: 10.1007/s10957-024-02389-3

@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 
LibreCat: /record/51334
arXiv: 	2402.06376

@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 
LibreCat: /record/40171
DOI: 10.1016/j.physd.2024.134096

@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 
LibreCat: /record/33461
DOI: 10.1137/22M1523601
arXiv: 2209.09977

@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 
LibreCat: /record/38031
DOI: 10.1016/j.acha.2024.101657
arXiv: 2301.08637

@articleHarder_Peitz, title=Predicting PDEs Fast and Efficiently with Equivariant Extreme Learning Machines, author=Harder, Hans and Peitz, Sebastian 
LibreCat: /record/53793

@articleHarder_Peitz_2024, title=On the continuity and smoothness of the value function in reinforcement learning and optimal control, author=Harder, Hans and Peitz, Sebastian, year=2024 
LibreCat: /record/52758

@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 
LibreCat: /record/53858

@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 
LibreCat: /record/21199
DOI: 10.1016/j.automatica.2022.110840

@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 
LibreCat: /record/42160
arXiv: 2302.07160

@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 
LibreCat: /record/27426
DOI: 10.1007/s10898-022-01223-2

@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 
LibreCat: /record/30125
DOI: 10.1016/j.ifacol.2023.02.029
arXiv: 2202.09084

@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 
LibreCat: /record/46579
arXiv: 2307.15325

@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 
LibreCat: /record/23428
DOI: 10.1007/s00332-022-09862-1

@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 
LibreCat: /record/46649
arXiv: 2308.12243

@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 
LibreCat: /record/21600
DOI: 10.1137/21M1412682
arXiv: arXiv:2104.03562

@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 
LibreCat: /record/46784
DOI: 10.21105/joss.05616

@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 
LibreCat: /record/46813
DOI: 10.1002/pamm.202300039

@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 
LibreCat: /record/48502