2 papers
hep-th2026
Anomalies in Neural Network Field Theory
Christian Ferko, Samuel Frank, James Halverson +1
Neural network field theory (NN-FT) formulates field theory in terms of a network architecture and a density on its parameters. We derive Schwinger--Dyson equations and Ward identi…
hep-th2026
String Theory from Infinite Width Neural Networks
Samuel Frank, James Halverson
We realize bosonic string theory with ensembles of infinite width neural networks. The string tension is tuned by the variance of the output weights. The construction provides a ne…