Steffen Dereich

ORCID

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 11

Top Venues

CoRR

Comb. Probab. Comput.

MCQMC

Found. Comput. Math.

Technical University of Berlin, Germany (PHD)

Education History

Technical University of Berlin, Germany

PHD

Publications

Steffen Dereich, Robin Graeber, Arnulf Jentzen
Non-convergence of Adam and other adaptive stochastic gradient descent optimization methods for non-vanishing learning rates. CoRR (2024)
Steffen Dereich, Arnulf Jentzen, Adrian Riekert
Learning rate adaptive stochastic gradient descent optimization methods: numerical simulations for deep learning methods for partial differential equations and convergence analyses. CoRR (2024)
Steffen Dereich, Arnulf Jentzen
Convergence rates for the Adam optimizer. CoRR (2024)
Steffen Dereich, Sebastian Kassing
On the existence of optimal shallow feedforward networks with ReLU activation. CoRR (2023)
Steffen Dereich, Arnulf Jentzen, Sebastian Kassing
On the existence of minimizers in shallow residual ReLU neural network optimization landscapes. CoRR (2023)
Steffen Dereich, Sebastian Kassing
On minimal representations of shallow ReLU networks. Neural Networks 148 (2022)
Steffen Dereich, Sebastian Kassing
On minimal representations of shallow ReLU networks. CoRR (2021)
Steffen Dereich, Sebastian Kassing
Convergence of stochastic gradient descent schemes for Lojasiewicz-landscapes. CoRR (2021)
Steffen Dereich, Thomas Müller-Gronbach
General multilevel adaptations for stochastic approximation algorithms of Robbins-Monro and Polyak-Ruppert type. Numerische Mathematik 142 (2) (2019)
Steffen Dereich, Peter Mörters
Cycle length distributions in random permutations with diverging cycle weights. Random Struct. Algorithms 46 (4) (2015)
Steffen Dereich, Thomas Müller-Gronbach
. Found. Comput. Math. 15 (6) (2015)
Steffen Dereich, Sangmeng Li
Multilevel Monte Carlo Implementation for SDEs Driven by Truncated Stable Processes. MCQMC (2014)
Steffen Dereich, Marcel Ortgiese
Robust Analysis of Preferential Attachment Models with Fitness. Comb. Probab. Comput. 23 (3) (2014)
Jakob Creutzig, Steffen Dereich, Thomas Müller-Gronbach, Klaus Ritter
Infinite-Dimensional Quadrature and Approximation of Distributions. Found. Comput. Math. 9 (4) (2009)
Frank Aurzada, Steffen Dereich
The Coding Complexity of Lévy Processes. Found. Comput. Math. 9 (3) (2009)
Frank Aurzada, Steffen Dereich, Michael Scheutzow, Christian Vormoor
High resolution quantization and entropy coding of jump processes. J. Complex. 25 (2) (2009)

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Publication Activity (10 Years)

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Steffen Dereich