Monte Carlo simulation of random circuit sampling in quantum computing

We develop Monte Carlo methods for sampling random states and corresponding bit strings in qubit systems. To this end, we derive exact probability density functions that yield the Porter-Thomas distribution in the limit of large systems. We apply these functions in importance sampling algorithms and demonstrate efficiency for qubit systems with 70, 105, 1000, and more than one million ($2^{20}$) qubits. In particular, we simulate the output of recent quantum computations without noise on a PC with minimal computational cost. I would therefore argue that random circuit sampling can be conveniently performed on classical computers.

Publication Details

Journal
ArXiv.org
Published
2025-09-04
Primary Topic
Geochemistry and Geologic Mapping
Type
article
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article

Monte Carlo simulation of random circuit sampling in quantum computing

ArXiv.org
Geochemistry and Geologic Mapping
article

Monte Carlo simulation of random circuit sampling in quantum computing

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Abstract

We develop Monte Carlo methods for sampling random states and corresponding bit strings in qubit systems. To this end, we derive exact probability density functions that yield the Porter-Thomas distribution in the limit of large systems. We apply these functions in importance sampling algorithms and demonstrate efficiency for qubit systems with 70, 105, 1000, and more than one million ($2^{20}$) qubits. In particular, we simulate the output of recent quantum computations without noise on a PC with minimal computational cost. I would therefore argue that random circuit sampling can be conveniently performed on classical computers.

ArXiv.org
Openalex Percentile: Top 51%
Geochemistry and Geologic Mapping
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Monte Carlo simulation of random circuit sampling in quantum computing · ArXiv.org (2025) | TGRS Research Map | TGRS