7 Publications
2026 | Preprint | LibreCat-ID: 67306 | 
@article{Stenner_Harder_Peitz_2026, title={Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-Bénard Convection}, journal={arXiv:2606.30238}, author={Stenner, Jan and Harder, Hans and Peitz, Sebastian}, year={2026} }
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2026 | Conference Paper | LibreCat-ID: 67299 |
@inproceedings{Harder_Vishwasrao_Guastoni_Vinuesa_Peitz_2026, series={Proceedings of Machine Learning Research}, title={Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems}, volume={331}, DOI={10.48550/arXiv.2511.04641}, booktitle={Proceedings of The 8th Annual Learning for Dynamics and Control Conference}, publisher={PMLR}, author={Harder, Hans and Vishwasrao, Abhijeet and Guastoni, Luca and Vinuesa, Ricardo and Peitz, Sebastian}, editor={Sukhatme, Gaurav and Lindemann, Lars and Tu, Stephen and Wierman, Adam and Atanasov, Nikolay}, year={2026}, pages={1601–1619}, collection={Proceedings of Machine Learning Research} }
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2025 | Journal Article | LibreCat-ID: 46579 |
@article{Peitz_Harder_Nüske_Philipp_Schaller_Worthmann_2025, title={Equivariance and partial observations in Koopman operator theory for partial differential equations}, volume={12}, DOI={10.3934/jcd.2024035}, journal={Journal of Computational Dynamics}, author={Peitz, Sebastian and Harder, Hans and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl}, year={2025}, pages={305–324} }
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2025 | Conference Paper | LibreCat-ID: 53793 |
@inproceedings{Harder_Peitz_2025, place={Cham}, title={Solving partial differential equations with equivariant extreme learning machines}, DOI={10.1007/978-3-031-83191-1_10}, booktitle={Systems theory in data and optimization}, publisher={Springer}, author={Harder, Hans and Peitz, Sebastian}, editor={Berberich, J. and Ianelli, A. and Allgöwer, F.}, year={2025}, pages={153–168} }
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2025 | Journal Article | LibreCat-ID: 67314
@article{Harder_Peitz_Nüske_Philipp_Schaller_Worthmann_2025, title={Group Convolutional Extended Dynamic Mode Decomposition}, volume={480}, DOI={10.1016/j.physd.2025.134725}, journal={Physica D: Nonlinear Phenomena}, author={Harder, Hans and Peitz, Sebastian and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl}, year={2025}, pages={134725} }
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2025 | Preprint | LibreCat-ID: 67318
@article{Fromme_Allen-Blanchette_Harder_Peitz_2025, title={Surrogate Modeling of 3D Rayleigh-Bénard Convection with Equivariant Autoencoders}, journal={arXiv:2505.13569}, author={Fromme, Fynn and Allen-Blanchette, Christine and Harder, Hans and Peitz, Sebastian}, year={2025} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 52758
@inproceedings{Harder_Peitz_2024, title={On the continuity and smoothness of the value function in reinforcement learning and optimal control}, DOI={10.1109/CDC56724.2024.10886529}, booktitle={IEEE 63rd conference on decision and control (CDC)}, publisher={IEEE}, author={Harder, Hans and Peitz, Sebastian}, year={2024}, pages={1935–1940} }
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7 Publications
2026 | Preprint | LibreCat-ID: 67306 |
@article{Stenner_Harder_Peitz_2026, title={Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-Bénard Convection}, journal={arXiv:2606.30238}, author={Stenner, Jan and Harder, Hans and Peitz, Sebastian}, year={2026} }
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| Download (ext.)
2026 | Conference Paper | LibreCat-ID: 67299 |
@inproceedings{Harder_Vishwasrao_Guastoni_Vinuesa_Peitz_2026, series={Proceedings of Machine Learning Research}, title={Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems}, volume={331}, DOI={10.48550/arXiv.2511.04641}, booktitle={Proceedings of The 8th Annual Learning for Dynamics and Control Conference}, publisher={PMLR}, author={Harder, Hans and Vishwasrao, Abhijeet and Guastoni, Luca and Vinuesa, Ricardo and Peitz, Sebastian}, editor={Sukhatme, Gaurav and Lindemann, Lars and Tu, Stephen and Wierman, Adam and Atanasov, Nikolay}, year={2026}, pages={1601–1619}, collection={Proceedings of Machine Learning Research} }
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| Download (ext.)
2025 | Journal Article | LibreCat-ID: 46579 |
@article{Peitz_Harder_Nüske_Philipp_Schaller_Worthmann_2025, title={Equivariance and partial observations in Koopman operator theory for partial differential equations}, volume={12}, DOI={10.3934/jcd.2024035}, journal={Journal of Computational Dynamics}, author={Peitz, Sebastian and Harder, Hans and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl}, year={2025}, pages={305–324} }
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| arXiv
2025 | Conference Paper | LibreCat-ID: 53793 |
@inproceedings{Harder_Peitz_2025, place={Cham}, title={Solving partial differential equations with equivariant extreme learning machines}, DOI={10.1007/978-3-031-83191-1_10}, booktitle={Systems theory in data and optimization}, publisher={Springer}, author={Harder, Hans and Peitz, Sebastian}, editor={Berberich, J. and Ianelli, A. and Allgöwer, F.}, year={2025}, pages={153–168} }
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| Download (ext.)
2025 | Journal Article | LibreCat-ID: 67314
@article{Harder_Peitz_Nüske_Philipp_Schaller_Worthmann_2025, title={Group Convolutional Extended Dynamic Mode Decomposition}, volume={480}, DOI={10.1016/j.physd.2025.134725}, journal={Physica D: Nonlinear Phenomena}, author={Harder, Hans and Peitz, Sebastian and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann, Karl}, year={2025}, pages={134725} }
LibreCat
| DOI
2025 | Preprint | LibreCat-ID: 67318
@article{Fromme_Allen-Blanchette_Harder_Peitz_2025, title={Surrogate Modeling of 3D Rayleigh-Bénard Convection with Equivariant Autoencoders}, journal={arXiv:2505.13569}, author={Fromme, Fynn and Allen-Blanchette, Christine and Harder, Hans and Peitz, Sebastian}, year={2025} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 52758
@inproceedings{Harder_Peitz_2024, title={On the continuity and smoothness of the value function in reinforcement learning and optimal control}, DOI={10.1109/CDC56724.2024.10886529}, booktitle={IEEE 63rd conference on decision and control (CDC)}, publisher={IEEE}, author={Harder, Hans and Peitz, Sebastian}, year={2024}, pages={1935–1940} }
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