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Classically Estimating Observables of Noiseless Quantum Circuits

Armando Angrisani1,2,*, Alexander Schmidhuber3,†, Manuel S. Rudolph1,2,‡, M. Cerezo4, Zoë Holmes1,2, and Hsin-Yuan Huang5,3,6

  • *Contact author: armando.angrisani@epfl.ch
  • †Contact author: alexsc@mit.edu
  • ‡Contact author: manuel.rudolph@epfl.ch

Phys. Rev. Lett. 135, 170602 – Published 22 October, 2025

DOI: https://doi.org/10.1103/lh6x-7rc3

Abstract

We present a classical algorithm based on Pauli propagation for estimating expectation values of arbitrary observables on random unstructured quantum circuits across all circuit architectures and depths, including those with all-to-all connectivity. We prove that, for any architecture where each circuit layer is randomly sampled from a distribution invariant under single-qubit rotations, our algorithm achieves a small error ϵ on all circuits except for a small fraction δ. The computational time is polynomial in qubit count and circuit depth for any small constant ϵ, δ and quasipolynomial for inverse-polynomially small ϵ, δ. Our results show that estimating observables of quantum circuits exhibiting chaotic and locally scrambling behavior is classically tractable across all geometries.

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