4 Publikationen
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2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 3001168Stochastic Modified Flows for Riemannian Stochastic Gradient DescentPUB | DOI | WoS
Gess, Benjamin, Stochastic Modified Flows for Riemannian Stochastic Gradient Descent. SIAM Journal on Control and Optimization 62 (6). , 2024 -
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2999980On the Existence of Minimizers in Shallow Residual ReLU Neural Network Optimization LandscapesPUB | DOI | WoS
Dereich, Steffen, On the Existence of Minimizers in Shallow Residual ReLU Neural Network Optimization Landscapes. SIAM Journal on Numerical Analysis 62 (6). , 2024 -
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2987528Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient DescentPUB | WoS
Gess, Benjamin, Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent. Journal of Machine Learning Research 25 (). , 2024 -
2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2980003Central limit theorems for stochastic gradient descent with averaging for stable manifoldsPUB | DOI | WoS
Dereich, Steffen, Central limit theorems for stochastic gradient descent with averaging for stable manifolds. Electronic Journal of Probability 28 (). , 2023