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2020 – today
- 2024
[i8]Juan-Pablo Ortega, Florian Rossmannek:
State-Space Systems as Dynamic Generative Models. CoRR abs/2404.08717 (2024)- [i7]Juan-Pablo Ortega, Florian Rossmannek:
Fading memory and the convolution theorem. CoRR abs/2408.07386 (2024) - 2023
- [b1]Florian Rossmannek:
The curse of dimensionality and gradient-based training of neural networks: shrinking the gap between theory and applications. ETH Zurich, Zürich, Switzerland, 2023 - [i6]Patrick Cheridito, Florian Rossmannek:
Efficient Sobolev approximation of linear parabolic PDEs in high dimensions. CoRR abs/2306.16811 (2023) - 2022
- [j4]Patrick Cheridito, Arnulf Jentzen, Adrian Riekert
, Florian Rossmannek:
A proof of convergence for gradient descent in the training of artificial neural networks for constant target functions. J. Complex. 72: 101646 (2022) - [j3]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Landscape Analysis for Shallow Neural Networks: Complete Classification of Critical Points for Affine Target Functions. J. Nonlinear Sci. 32(5): 64 (2022) - [j2]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Efficient Approximation of High-Dimensional Functions With Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 33(7): 3079-3093 (2022) - [i5]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Gradient descent provably escapes saddle points in the training of shallow ReLU networks. CoRR abs/2208.02083 (2022) - 2021
- [j1]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Non-convergence of stochastic gradient descent in the training of deep neural networks. J. Complex. 64: 101540 (2021) - [i4]Patrick Cheridito, Arnulf Jentzen, Adrian Riekert, Florian Rossmannek:
A proof of convergence for gradient descent in the training of artificial neural networks for constant target functions. CoRR abs/2102.09924 (2021) - [i3]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Landscape analysis for shallow ReLU neural networks: complete classification of critical points for affine target functions. CoRR abs/2103.10922 (2021) - 2020
- [i2]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Non-convergence of stochastic gradient descent in the training of deep neural networks. CoRR abs/2006.07075 (2020)
2010 – 2019
- 2019
- [i1]Patrick Cheridito, Arnulf Jentzen, Florian Rossmannek:
Efficient approximation of high-dimensional functions with deep neural networks. CoRR abs/1912.04310 (2019)
Coauthor Index
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