articlePRX QuantumMar 17, 2023GOLD OA

Exploiting Symmetry in Variational Quantum Machine Learning

JJJohannes Jakob MeyerMMMarian MularskiEGElies Gil-FusterAAAntonio Anna MeleFAFrancesco Arzani

Freie Universität Berlin · Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute · +1 more institution

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Abstract

A blueprint for exploiting symmetries in the construction of variational quantum learning models that can result in improved generalization performance is developed and demonstrated on practical problems.

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174
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26.70
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100%
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62
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Authors

7

Topics & keywords

Topics
Keywords
  • Blueprint
  • Generalization
  • Homogeneous space
  • Symmetry (geometry)
  • Quantum
  • Computer science
  • Artificial intelligence
  • Theoretical physics
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