Nature Communications (Mar 2021)

Cost function dependent barren plateaus in shallow parametrized quantum circuits

  • M. Cerezo,
  • Akira Sone,
  • Tyler Volkoff,
  • Lukasz Cincio,
  • Patrick J. Coles

DOI
https://doi.org/10.1038/s41467-021-21728-w
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 12

Abstract

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Parametrised quantum circuits are a promising hybrid classical-quantum approach, but rigorous results on their effective capabilities are rare. Here, the authors explore the feasibility of training depending on the type of cost functions, showing that local ones are less prone to the barren plateau problem.