Quantum Fields as Deep Learning

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 renormaliz...

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Veröffentlicht in:Journal of the Korean Physical Society 2020, 76(8), , pp.684-687
1. Verfasser: Lee, Jae-Weon
Format: Artikel
Sprache:eng
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Zusammenfassung: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.
ISSN:0374-4884
1976-8524
DOI:10.3938/jkps.76.684