Search Results for author: Kirsten Fischer

Found 3 papers, 1 papers with code

Optimal signal propagation in ResNets through residual scaling

no code implementations12 May 2023 Kirsten Fischer, David Dahmen, Moritz Helias

We here derive a systematic finite-size theory for ResNets to study signal propagation and its dependence on the scaling for the residual branch.

Decomposing neural networks as mappings of correlation functions

no code implementations10 Feb 2022 Kirsten Fischer, Alexandre René, Christian Keup, Moritz Layer, David Dahmen, Moritz Helias

Understanding the functional principles of information processing in deep neural networks continues to be a challenge, in particular for networks with trained and thus non-random weights.

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