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05/01/2023
Towards a Phenomenological Understanding of Neural Networks: Data
A theory of neural networks (NNs) built upon collective variables would ...
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02/22/2022
A duality connecting neural network and cosmological dynamics
We demonstrate that the dynamics of neural networks trained with gradien...
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04/29/2021
Improving Simulations with Symmetry Control Neural Networks
The dynamics of physical systems is often constrained to lower dimension...
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03/30/2020
Detecting Symmetries with Neural Networks
Identifying symmetries in data sets is generally difficult, but knowledg...
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02/12/2020
Connecting Dualities and Machine Learning
Dualities are widely used in quantum field theories and string theory to...
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09/06/2018