Engineering Quantum Error Correction Codes Using Evolutionary Algorithms Article Swipe
Mark Webster
,
Dan E. Browne
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1109/tqe.2025.3538934
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1109/tqe.2025.3538934
Quantum error correction and the use of quantum error correction codes are likely to be essential for the realization of practical quantum computing. Because the error models of quantum devices vary widely, quantum codes that are tailored for a particular error model may have much better performance. In this work, we present a novel evolutionary algorithm that searches for an optimal stabilizer code for a given error model, number of physical qubits, and number of encoded qubits. We demonstrate an efficient representation of stabilizer codes as binary strings, which allows for random generation of valid stabilizer codes as well as mutation and crossing of codes. Our algorithm finds stabilizer codes whose distance closely matches the best-known-distance codes of Grassl (2007) for physical qubits. We perform a search for optimal distance Calderbank–Steane–Shor codes and compare their distance to the best known codes. Finally, we show that the algorithm can be used to optimize stabilizer codes for biased error models, demonstrating a significant improvement in the undetectable error rate for codes versus the best-known-distance code with the same parameters. As part of this work, we also introduce an evolutionary algorithm QDistEvol for finding the distance of quantum error correction codes.
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- https://doi.org/10.1109/tqe.2025.3538934
- OA Status
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- Cited By
- 3
- References
- 35
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All OpenAlex metadata
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https://openalex.org/W4407168504Canonical identifier for this work in OpenAlex
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https://doi.org/10.1109/tqe.2025.3538934Digital Object Identifier
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Engineering Quantum Error Correction Codes Using Evolutionary AlgorithmsWork title
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articleOpenAlex work type
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enPrimary language
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2025Year of publication
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2025-01-01Full publication date if available
- Authors
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Mark Webster, Dan E. BrowneList of authors in order
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https://doi.org/10.1109/tqe.2025.3538934Publisher landing page
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://doi.org/10.1109/tqe.2025.3538934Direct OA link when available
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Computer science, Algorithm, Error detection and correction, Quantum, Physics, Quantum mechanicsTop concepts (fields/topics) attached by OpenAlex
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3Total citation count in OpenAlex
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2025: 3Per-year citation counts (last 5 years)
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35Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.evolutionary | 54, 192 |
| abstract_inverted_index.performance. | 46 |
| abstract_inverted_index.undetectable | 168 |
| abstract_inverted_index.demonstrating | 162 |
| abstract_inverted_index.representation | 81 |
| abstract_inverted_index.best-known-distance | 115, 177 |
| abstract_inverted_index.notation="LaTeX">$n | 122 |
| abstract_inverted_index.<inline-formula><tex-math | 121, 172 |
| abstract_inverted_index.20$</tex-math></inline-formula> | 124 |
| abstract_inverted_index.Calderbank–Steane–Shor | 134 |
| abstract_inverted_index.notation="LaTeX">$[[12,1]]_{2}$</tex-math></inline-formula> | 173 |
| cited_by_percentile_year.max | 97 |
| cited_by_percentile_year.min | 96 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 2 |
| citation_normalized_percentile.value | 0.98079818 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |