Shradha Ramakrishnan

Deep neural networks as lattice gauge theories

A preliminary analysis of neuron scattering amplitudes that contribute order-by-order in $1/N$, which provides a field-theoretic framework for studying higher-point correlations, and by extension information propagation, in deep networks.