Recent teaching
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2023 WSMathematical Machine Learning (Seminar)
Latest publications
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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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Frobenius-type norms and inner products of matrices and linear maps with applications to neural network training,
2023
bibtex
@ONLINE{HerzogKoehneKreisSchiela:2023:1, AUTHOR = {Herzog, Roland and Köhne, Frederik and Kreis, Leonie and Schiela, Anton}, DATE = {2023-11}, EPRINT = {2311.15419}, EPRINTTYPE = {arXiv}, TITLE = {Frobenius-type norms and inner products of matrices and linear maps with applications to neural network training}, }
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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}, }