Current and Upcoming Projects
Multilevel Architectures and Algorithms in Deep Learning
Start: 2023-01-01
End: 2025-12-31
Principal Investigators: Roland Herzog,
Anton Schiela
Staff: Leonie Kreis,
Frederik Köhne
Funded by:
DFG
within the
Priority Program funding scheme
Part of: Theoretical Foundations of Deep Learning
(SPP 2298)

Start: 2023-01-01
End: 2025-12-31
Principal Investigators: Roland Herzog, Anton Schiela
Staff: Leonie Kreis, Frederik Köhne
Funded by: DFG within the Priority Program funding scheme
Part of: Theoretical Foundations of Deep Learning (SPP 2298)
End: 2025-12-31
Principal Investigators: Roland Herzog, Anton Schiela
Staff: Leonie Kreis, Frederik Köhne
Funded by: DFG within the Priority Program funding scheme
Part of: Theoretical Foundations of Deep Learning (SPP 2298)
Recent Completed Projects
Latest Publications
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Metric Frobenius norms and inner products of matrices and linear mapsLinear Algebra and its Applications, 2025
bibtex
@ARTICLE{HerzogKoehneKreisSchiela:2025:1, AUTHOR = {Herzog, Roland and Köhne, Frederik and Kreis, Leonie and Schiela, Anton}, DATE = {2025-08-08}, DOI = {10.1016/j.laa.2025.08.005}, EPRINT = {2311.15419}, EPRINTTYPE = {arXiv}, JOURNALTITLE = {Linear Algebra and its Applications}, TITLE = {Metric Frobenius norms and inner products of matrices and linear maps}, }
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Sensitivity-based layer insertion for residual and feedforward neural networks,
2023
bibtex
@ONLINE{HerbergHerzogKoehneKreisSchiela:2023:1, AUTHOR = {Herberg, Evelyn and Herzog, Roland and Köhne, Frederik and Kreis, Leonie and Schiela, Anton}, DATE = {2023-11}, EPRINT = {2311.15995}, EPRINTTYPE = {arXiv}, TITLE = {Sensitivity-based layer insertion for residual and feedforward neural networks}, }
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Adaptive step sizes for preconditioned stochastic gradient descent,
2023
bibtex
@ONLINE{KoehneKreisSchielaHerzog:2023:1, AUTHOR = {Köhne, Frederik and Kreis, Leonie and Schiela, Anton and Herzog, Roland}, DATE = {2023-11}, EPRINT = {2311.16956}, EPRINTTYPE = {arXiv}, TITLE = {Adaptive step sizes for preconditioned stochastic gradient descent}, }
Recent Teaching
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2023 WSMathematical Machine Learning (Seminar)