113 citations · 1.9k across the 66 of their papers we have counts for
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Building Quantum Field Theories Out of Neurons
James Halverson
An approach to field theory is studied in which fields are comprised of constituent random neurons. Gaussian theories arise in the infinite- limit when neurons are independe…
Infinite Neural Network Quantum States: Entanglement and Training Dynamics
Di Luo, James Halverson
We study infinite limits of neural network quantum states (-NNQS), which exhibit representation power through ensemble statistics, and also tractable gradient descent dynam…
Faking Gauge Coupling Unification in String Theory
James Halverson, Benjamin Sung
Gauge coupling unification misleads infrared observers if new gauge bosons do not simultaneously come into the spectrum. Though easy to engineer in gauge theory, the situation in s…
D Anomaly-Free Matter Spectrum in F-theory on Singular Spaces
Antonella Grassi, James Halverson, Cody Long +3
In this paper we study the 6d localized charged matter spectrum of F-theory directly on a singular elliptic Calabi-Yau 3-fold, i.e. without smoothing via resolution or deformation…
Symmetry-via-Duality: Invariant Neural Network Densities from Parameter-Space Correlators
Anindita Maiti, Keegan Stoner, James Halverson
Parameter-space and function-space provide two different duality frames in which to study neural networks. We demonstrate that symmetries of network densities may be determined via…