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Quantum Error Correction Fault Tolerance Quantum Machine Learning

Tsim: Fast Universal Simulator for Quantum Error Correction

arXiv
Authors: Rafael Haenel, Xiuzhe Luo, Chen Zhao

Year

2026

Paper ID

38747

Status

Preprint

Abstract Read

~2 min

Abstract Words

109

Citations

N/A

Abstract

We present Tsim, an open-source high-throughput simulator for universal noisy quantum circuits targeting quantum error correction. Tsim represents quantum circuits as ZX diagrams, where Pauli channels are modeled as parameterized vertices. Diagrams are simplified via parameterized ZX rules, and then compiled for vectorized sampling with GPU acceleration. After the one-time compilation, one can sample detector or measurement shots in linear time in the number of Clifford gates and exponentially only in the number of non-Clifford gates. Tsim implements the Stim API and fully supports the Stim circuit format, extending it with T and arbitrary single-qubit rotation instructions. For low-magic circuits, Tsim throughput can match the sampling performance of Stim.

Why This Paper Matters

  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
  • It adds a 2026 reference point for readers tracking recent quantum research.
  • We present Tsim, an open-source high-throughput simulator for universal noisy quantum circuits targeting quantum error correction.

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