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07/06/2023
Neural Network Field Theories: Non-Gaussianity, Actions, and Locality
Both the path integral measure in field theory and ensembles of neural n...
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04/18/2023
Searching for ribbons with machine learning
We apply Bayesian optimization and reinforcement learning to a problem i...
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12/08/2021
Building Quantum Field Theories Out of Neurons
An approach to field theory is studied in which fields are comprised of ...
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12/01/2021
Infinite Neural Network Quantum States
We study infinite limits of neural network quantum states (∞-NNQS), whic...
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06/01/2021
Symmetry-via-Duality: Invariant Neural Network Densities from Parameter-Space Correlators
Parameter-space and function-space provide two different duality frames ...
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10/28/2020
Learning to Unknot
We introduce natural language processing into the study of knot theory, ...
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08/19/2020