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most citedDynamic neuron approach to deep neural networks: Decoupling neurons for renormalization group analysis

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hep-th2025

Synaptic Field Theory for Neural Networks

Donghee Lee, Hye-Sung Lee, Jaeok Yi

Theoretical understanding of deep learning remains elusive despite its empirical success. In this study, we propose a novel "synaptic field theory" that describes the training dyna…