Author

Ro Jefferson

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Preprint Aug 2026

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.

Ro Jefferson, Shradha Ramakrishnan · 1 citation