4.1 Article

Quantum Fields as Deep Learning

Journal

JOURNAL OF THE KOREAN PHYSICAL SOCIETY
Volume 76, Issue 8, Pages 684-687

Publisher

KOREAN PHYSICAL SOC
DOI: 10.3938/jkps.76.684

Keywords

Neural network; Renormalization

Funding

  1. Jungwon University [2019-033]

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We conjecture that quantum fields, such as the Higgs field, are related to a restricted Boltzmann machine (RBM) for deep neural networks. An accelerating Rindler observer in a flat spacetime sees quantum fields that have a thermal distribution from quantum entanglement. For the observer a renormalization group (RG) process for the thermal fields on a lattice is similar to a deep Boltzmann network. This correspondence can be generalized for the Kubo-Martin-Schwinger (KMS) states of quantum fields in a curved spacetime like that around a black hole.

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