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cs.LG2023
SensLI: Sensitivity-Based Layer Insertion for Neural Networks
Leonie Kreis, Evelyn Herberg, Frederik Köhne +2
The training of neural networks requires tedious and often manual tuning of the network architecture. We propose a systematic approach to inserting new layers during the training p…
cs.LG2023
Time Regularization in Optimal Time Variable Learning
Evelyn Herberg, Roland Herzog, Frederik Köhne
Recently, optimal time variable learning in deep neural networks (DNNs) was introduced in arXiv:2204.08528. In this manuscript we extend the concept by introducing a regularization…
cs.LG2023
Lecture Notes: Neural Network Architectures
Evelyn Herberg
These lecture notes provide an overview of Neural Network architectures from a mathematical point of view. Especially, Machine Learning with Neural Networks is seen as an optimizat…