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Optimal quantum reservoir learning in proximity to universality

Moein N. Ivaki1,*, Matias Karjula1, and Tapio Ala-Nissila1,2,†

  • 1MSP Group, Department of Applied Physics, Aalto University, FI-00076 Aalto, Espoo, Finland
  • 2Interdisciplinary Centre for Mathematical Modelling and Department of Mathematical Sciences, Loughborough University, Loughborough, Leicestershire LE11 3TU, United Kingdom

  • *Contact author: moein.najafiivaki@aalto.fi
  • †Contact author: tapio.ala-nissila@aalto.fi

Exponentially Accelerated Sampling of Pauli Strings for Nonstabilizerness

Zhenyu Xiao and Shinsei Ryu

Phys. Rev. Lett. 137 070402 (2026)

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