Renormalization in the neural network-quantum field theory correspondence

1 code implementation • 22 Dec 2022 • Harold Erbin, Vincent Lahoche, Dine Ousmane Samary

A statistical ensemble of neural networks can be described in terms of a quantum field theory (NN-QFT correspondence).

Translation

Nonperturbative renormalization for the neural network-QFT correspondence

1 code implementation • 3 Aug 2021 • Harold Erbin, Vincent Lahoche, Dine Ousmane Samary

A major result of our analysis is that changing the standard deviation of the neural network weight distribution can be interpreted as a renormalization flow in the space of networks.