Central limit theorems for stochastic gradient descent with averaging for stable manifolds*

Dereich, Steffen; Kassing, Sebastian (2023)
In: Electronic Journal of Probability, 28
Type of Publication: Research article (journal)

On minimal representations of shallow ReLU networks

Dereich, Steffen; Kassing, Sebastian (2022)
In: Neural Networks, 148
Type of Publication: Research article (journal)

General multilevel adaptations for stochastic approximation algorithms of Robbins-Monro and Polyak-Ruppert type

Dereich, Steffen; Mueller-Gronbach, Thomas (2019)
In: Numerische Mathematik, 142(2)
Type of Publication: Research article (journal)

The Shape of the Emerging Condensate in Effective Models of Condensation

Betz, Volker; Dereich, Steffen; Moerters, Peter (2018)
In: Annales Henri Poincare, 19(6)
Type of Publication: Research article (journal)

Nonextensive condensation in reinforced branching processes

Dereich S., Mailler C., Mörters P. (2017)
In: Annals of Applied Probability, 27(4)
Type of Publication: Research article (journal)

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On the existence of minimizers in shallow residual ReLU neural network optimization landscapes Dereich, S.; Jentzen, A.; Kassing, S. (2023) In: arXiv.org:2302.14690. Type of Publication: Research article in digital collection
Central limit theorems for stochastic gradient descent with averaging for stable manifolds* Dereich, Steffen; Kassing, Sebastian (2023) In: Electronic Journal of Probability, 28 Type of Publication: Research article (journal)
Cooling down stochastic differential equations: Almost sure convergence Dereich, Steffen; Kassing, Sebastian (2022) In: Stochastic Processes and their Applications, 152 Type of Publication: Research article (journal)
On minimal representations of shallow ReLU networks Dereich, Steffen; Kassing, Sebastian (2022) In: Neural Networks, 148 Type of Publication: Research article (journal)
General multilevel adaptations for stochastic approximation algorithms II: CLTs Dereich, Steffen (2021) In: Stochastic Processes and their Applications, 132 Type of Publication: Research article (journal)
General multilevel adaptations for stochastic approximation algorithms of Robbins-Monro and Polyak-Ruppert type Dereich, Steffen; Mueller-Gronbach, Thomas (2019) In: Numerische Mathematik, 142(2) Type of Publication: Research article (journal)
Local Neighbourhoods for First-Passage Percolation on the Configuration Model Dereich, Steffen; Ortgiese, Marcel (2018) In: Journal of Statistical Physics, 173(3-4) Type of Publication: Research article (journal)
The Shape of the Emerging Condensate in Effective Models of Condensation Betz, Volker; Dereich, Steffen; Moerters, Peter (2018) In: Annales Henri Poincare, 19(6) Type of Publication: Research article (journal)
Real self-similar processes started from the origin Dereich S., Döring L., Kyprianou A. (2017) In: Annals of Probability, 45(3) Type of Publication: Research article (journal)
Nonextensive condensation in reinforced branching processes Dereich S., Mailler C., Mörters P. (2017) In: Annals of Applied Probability, 27(4) Type of Publication: Research article (journal)