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Locally adaptive activation functions with slope recovery for deep and physics-informed neural networks

We propose two approaches of locally adaptive activation functions namely, layer-wise and neuron-wise locally adaptive activation functions, which improve the performance of deep and physics-informed neural networks. The local adaptation of activation function is achieved by introducing a scalable p...

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Detalhes bibliográficos
Publicado no:Proc Math Phys Eng Sci
Main Authors: Jagtap, Ameya D., Kawaguchi, Kenji, Em Karniadakis, George
Formato: Artigo
Idioma:Inglês
Publicado em: The Royal Society 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7426042/
https://ncbi.nlm.nih.gov/pubmed/32831616
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rspa.2020.0334
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