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SensLI: sensitivity-based layer insertion for residual and feedforward neural networks
Journal of Machine Learning,
2026
bibtex
@ARTICLE{KreisHerbergKoehneSchielaHerzog:2026:1,
AUTHOR = {Kreis, Leonie and Herberg, Evelyn and Köhne, Frederik and Schiela, Anton and Herzog, Roland},
DATE = {2026-07},
DOI = {10.4208/jml.251016},
EPRINT = {2311.15995},
EPRINTTYPE = {arXiv},
JOURNALTITLE = {Journal of Machine Learning},
TITLE = {SensLI: sensitivity-based layer insertion for residual and feedforward neural networks},
}
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Nonlinear Optimization Techniques Applied to Neural Network Training
Ph.D. thesis, Heidelberg University,
2026
bibtex
@THESIS{Kreis:2026:1,
AUTHOR = {Kreis, Leonie},
INSTITUTION = {Heidelberg University},
DATE = {2026-03-25},
DOI = {10.11588/heidok.00038315},
TITLE = {Nonlinear Optimization Techniques Applied to Neural Network Training},
TYPE = {phdthesis},
}
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Metric Frobenius norms and inner products of matrices and linear maps
Linear Algebra and its Applications 727, p.112-128,
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},
PAGES = {112--128},
TITLE = {Metric Frobenius norms and inner products of matrices and linear maps},
VOLUME = {727},
}
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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},
}