English

Are classical neural networks quantum?

Machine Learning 2022-06-02 v1 Disordered Systems and Neural Networks High Energy Physics - Theory Quantum Physics

Abstract

Neural networks are being used to improve the probing of the state spaces of many particle systems as approximations to wavefunctions and in order to avoid the recurring sign problem of quantum monte-carlo. One may ask whether the usual classical neural networks have some actual hidden quantum properties that make them such suitable tools for a highly coupled quantum problem. I discuss here what makes a system quantum and to what extent we can interpret a neural network as having quantum remnants.

Keywords

Cite

@article{arxiv.2206.00005,
  title  = {Are classical neural networks quantum?},
  author = {Andrei T. Patrascu},
  journal= {arXiv preprint arXiv:2206.00005},
  year   = {2022}
}
R2 v1 2026-06-24T11:34:56.877Z