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22 Publications
2026 | Conference Paper | LibreCat-ID: 67308
Surrogate-Assisted Multi-objective Design of Complex Multibody Systems
A.C. Amakor, M.B. Berkemeier, M.C. Wohlleben, W. Sextro, S. Peitz, in: W. Senn, M. Sanguineti, A. Saudargiene, I.V. Tetko, A.E.P. Villa, V. Jirsa, Y. Bengio (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2025, Springer Nature Switzerland, Cham, 2026, pp. 251–262.
LibreCat
| DOI
A.C. Amakor, M.B. Berkemeier, M.C. Wohlleben, W. Sextro, S. Peitz, in: W. Senn, M. Sanguineti, A. Saudargiene, I.V. Tetko, A.E.P. Villa, V. Jirsa, Y. Bengio (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2025, Springer Nature Switzerland, Cham, 2026, pp. 251–262.
2026 | Conference Paper | LibreCat-ID: 67307 | 
SPREAD: Sampling-based Pareto front Refinement via Efficient Adaptive Diffusion
S.S. Hotegni, S. Peitz, in: 14th International Conference on Learning Representations (ICLR), 2026.
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S.S. Hotegni, S. Peitz, in: 14th International Conference on Learning Representations (ICLR), 2026.
2026 | Preprint | LibreCat-ID: 67306 |
Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-Bénard Convection
J. Stenner, H. Harder, S. Peitz, ArXiv:2606.30238 (2026).
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J. Stenner, H. Harder, S. Peitz, ArXiv:2606.30238 (2026).
2026 | Preprint | LibreCat-ID: 67309
Toward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement Learning
J. Stenner, A. Kilian, S. Peitz, H. de Meer, ArXiv:2606.30316 (2026).
LibreCat
J. Stenner, A. Kilian, S. Peitz, H. de Meer, ArXiv:2606.30316 (2026).
2026 | Conference Paper | LibreCat-ID: 67300
Enhancing Adversarial Robustness Through Multi-objective Representation Learning
S.S. Hotegni, S. Peitz, in: W. Senn, M. Sanguineti, A. Saudargiene, I.V. Tetko, A.E.P. Villa, V. Jirsa, Y. Bengio (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2025, Springer Nature Switzerland, Cham, 2026, pp. 442–454.
LibreCat
| DOI
S.S. Hotegni, S. Peitz, in: W. Senn, M. Sanguineti, A. Saudargiene, I.V. Tetko, A.E.P. Villa, V. Jirsa, Y. Bengio (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2025, Springer Nature Switzerland, Cham, 2026, pp. 442–454.
2026 | Journal Article | LibreCat-ID: 67302
Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection
T. Markmann, M. Straat, S. Peitz, B. Hammer, Neurocomputing 679 (2026) 133201.
LibreCat
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T. Markmann, M. Straat, S. Peitz, B. Hammer, Neurocomputing 679 (2026) 133201.
2026 | Conference Paper | LibreCat-ID: 67299 |
Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems
H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, S. Peitz, in: G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, N. Atanasov (Eds.), Proceedings of The 8th Annual Learning for Dynamics and Control Conference, PMLR, 2026, pp. 1601–1619.
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H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, S. Peitz, in: G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, N. Atanasov (Eds.), Proceedings of The 8th Annual Learning for Dynamics and Control Conference, PMLR, 2026, pp. 1601–1619.
2026 | Conference Paper | LibreCat-ID: 67303 |
Interactive Pareto navigation for deep multi-task learning
A.C. Amakor, K. Sonntag, S. Peitz, in: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2026, pp. 652–668.
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A.C. Amakor, K. Sonntag, S. Peitz, in: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2026, pp. 652–668.
2026 | Conference Paper | LibreCat-ID: 67305 |
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
J. Becktepe, A. Franz, N. Thuerey, S. Peitz, in: International Conference on Machine Learning (ICML), 2026.
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J. Becktepe, A. Franz, N. Thuerey, S. Peitz, in: International Conference on Machine Learning (ICML), 2026.
2026 | Journal Article | LibreCat-ID: 67301
Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings
M.C. Wohlleben, J. Schütte, M. Berkemeier, W. Sextro, S. Peitz, Multibody System Dynamics (2026).
LibreCat
| DOI
M.C. Wohlleben, J. Schütte, M. Berkemeier, W. Sextro, S. Peitz, Multibody System Dynamics (2026).
2026 | Preprint | LibreCat-ID: 67298 |
Automatic feature identification in least-squares policy iteration using the Koopman operator framework
C. Mugisho Zagabe, S. Peitz, ArXiv:2603.26464 (2026).
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C. Mugisho Zagabe, S. Peitz, ArXiv:2603.26464 (2026).
2026 | Preprint | LibreCat-ID: 67304 |
Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection
T. Plotzki, S. Peitz, ArXiv:2603.28074 (2026).
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T. Plotzki, S. Peitz, ArXiv:2603.28074 (2026).
2025 | Conference Paper | LibreCat-ID: 67313
Effective Backdoor Learning on Open-Set Face Recognition Systems
D. Voth, L. Dane, J. Grebe, S. Peitz, P. Terhörst, in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025, pp. 1027–1039.
LibreCat
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D. Voth, L. Dane, J. Grebe, S. Peitz, P. Terhörst, in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025, pp. 1027–1039.
2025 | Preprint | LibreCat-ID: 67312
Control of Rayleigh-Bénard Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime
T. Markmann, M. Straat, S. Peitz, B. Hammer, ArXiv:2504.12000 (2025).
LibreCat
T. Markmann, M. Straat, S. Peitz, B. Hammer, ArXiv:2504.12000 (2025).
2025 | Preprint | LibreCat-ID: 67310
Bayesian Transfer Operators in Reproducing Kernel Hilbert Spaces
S. Boshoff, S. Peitz, S. Klus, ArXiv:2509.22482 (2025).
LibreCat
S. Boshoff, S. Peitz, S. Klus, ArXiv:2509.22482 (2025).
2025 | Journal Article | LibreCat-ID: 67319
The impact of AI on engineering design procedures for dynamical systems
K.M. de Payrebrune, K. Flaßkamp, T. Ströhla, T. Sattel, D. Bestle, B. Röder, P. Eberhard, S. Peitz, M. Stoffel, G. Rutwik, B. Aditya, M. Wohlleben, W. Sextro, M. Raff, C.D. Remy, M. Yadav, M. Stender, J. van Delden, T. Lüddecke, S.C. Langer, J. Schultz, C. Blech, Technische Mechanik - European Journal of Engineering Mechanics 45 (2025) 1–23.
LibreCat
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K.M. de Payrebrune, K. Flaßkamp, T. Ströhla, T. Sattel, D. Bestle, B. Röder, P. Eberhard, S. Peitz, M. Stoffel, G. Rutwik, B. Aditya, M. Wohlleben, W. Sextro, M. Raff, C.D. Remy, M. Yadav, M. Stender, J. van Delden, T. Lüddecke, S.C. Langer, J. Schultz, C. Blech, Technische Mechanik - European Journal of Engineering Mechanics 45 (2025) 1–23.
2025 | Journal Article | LibreCat-ID: 67317
Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients
M. Berkemeier, S. Peitz, Open Journal of Mathematical Optimization 6 (2025) 1–36.
LibreCat
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M. Berkemeier, S. Peitz, Open Journal of Mathematical Optimization 6 (2025) 1–36.
2025 | Journal Article | LibreCat-ID: 67314
Group Convolutional Extended Dynamic Mode Decomposition
H. Harder, S. Peitz, F. Nüske, F. Philipp, M. Schaller, K. Worthmann, Physica D: Nonlinear Phenomena 480 (2025) 134725.
LibreCat
| DOI
H. Harder, S. Peitz, F. Nüske, F. Philipp, M. Schaller, K. Worthmann, Physica D: Nonlinear Phenomena 480 (2025) 134725.
2025 | Journal Article | LibreCat-ID: 67316
Multi-objective Deep Learning: Taxonomy and Survey of the State of the Art
S. Peitz, S.S. Hotegni, Machine Learning with Applications (2025).
LibreCat
| DOI
S. Peitz, S.S. Hotegni, Machine Learning with Applications (2025).
2025 | Preprint | LibreCat-ID: 67315
Improving the Robustness of Control of Chaotic Convective Flows with Domain-Informed Reinforcement Learning
M. Straat, T. Markmann, S. Peitz, B. Hammer, ArXiv:2511.00272 (2025).
LibreCat
M. Straat, T. Markmann, S. Peitz, B. Hammer, ArXiv:2511.00272 (2025).