75 citations · 85 across the 3 of their papers we have counts for
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cs.LG2021★ 10 cited
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…
cs.LG2020★ 75 cited
Neural Networks and Quantum Field Theory
James Halverson, Anindita Maiti, Keegan Stoner
We propose a theoretical understanding of neural networks in terms of Wilsonian effective field theory. The correspondence relies on the fact that many asymptotic neural networks a…