I have been a postdoctoral researcher at the Scientific Computing and Optimization group at the Interdisciplinary Center for Scientific Computing of Heidelberg University since September 2022.
You can find my CV here.
Research Interests
My research mainly focuses on
- Mathematical Machine Learning
- Optimization with partial differential equations
- Variational discretization
- Model Order Reduction
Recent teaching
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2023 WSGrundlagen der Optimierung (Lecture)
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2023 SSMathematical Machine Learning (Seminar)
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2023 SSNonlinear Optimization (Lecture)
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2022 WSMathematical Machine Learning (Seminar)
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2022 WSWeiterführende Themen der Numerik (Seminar)
Recent events organized
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2023-09-25 -- 2023-09-27 European Conference on Computational Optimization (EUCCO)
Currently supervising
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M.Sc. Thesis of
Prediction of Optimal Trajectories by Neural NetworksM.Sc. Mathematik, Heidelberg UniversitySupervision: Roland Herzog and Evelyn Herberg
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B.Sc. Thesis of
Parametric Linear Optimization Using Neural NetworksB.Sc. Mathematik, Heidelberg UniversitySupervision: Roland Herzog and Evelyn Herberg
Latest publications
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Variationelle Diskretisierung für Optimale Steuerung mit MaßkontrollenMitteilungen der Deutschen Mathematiker-Vereinigung 31(3), p.156-159, 2023
bibtex
@ARTICLE{Herberg:2023:2, AUTHOR = {Herberg, Evelyn}, PUBLISHER = {Walter de Gruyter}, DATE = {2023-09}, DOI = {10.1515/dmvm-2023-0053}, JOURNALTITLE = {Mitteilungen der Deutschen Mathematiker-Vereinigung}, NUMBER = {3}, PAGES = {156--159}, TITLE = {Variationelle Diskretisierung für Optimale Steuerung mit Maßkontrollen}, VOLUME = {31}, }
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Lecture Notes: Neural Network Architectures2023
bibtex
@ONLINE{Herberg:2023:1, AUTHOR = {Herberg, Evelyn}, DATE = {2023}, EPRINT = {2304.05133}, EPRINTTYPE = {arXiv}, TITLE = {Lecture Notes: Neural Network Architectures}, }
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Time regularization in optimal time variable learning2023
bibtex
@ONLINE{HerbergHerzogKoehne:2023:1, AUTHOR = {Herberg, Evelyn and Herzog, Roland and Köhne, Frederik}, DATE = {2023}, EPRINT = {2306.16111}, EPRINTTYPE = {arXiv}, TITLE = {Time regularization in optimal time variable learning}, }
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Variational discretization approach applied to an optimal control problem with bounded measure controlsOptimization and Control for Partial Differential Equations, p.113-136, 2022
bibtex
@INCOLLECTION{HerbergHinze:2022:2, AUTHOR = {Herberg, Evelyn and Hinze, Michael}, PUBLISHER = {De Gruyter}, BOOKTITLE = {Optimization and Control for Partial Differential Equations}, DATE = {2022-03}, DOI = {10.1515/9783110695984-006}, PAGES = {113--136}, TITLE = {Variational discretization approach applied to an optimal control problem with bounded measure controls}, }
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An optimal time variable learning framework for deep neural networks2022
bibtex
@ONLINE{AntilDiazHerberg:2022:1, AUTHOR = {Antil, Harbir and Díaz, Hugo and Herberg, Evelyn}, DATE = {2022}, EPRINT = {2204.08528}, EPRINTTYPE = {arXiv}, TITLE = {An optimal time variable learning framework for deep neural networks}, }