Evidence map›Paper›PMID 41832150›Full record

ArticleNature communications2026

Decoding correlated errors in quantum LDPC codes.

Arshpreet Singh Maan, Francisco Miguel Garcia Herrero, Alexandru Paler, Valentin Savin

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Arshpreet Singh MaanAalto University, Espoo, Finland. arshpreet.maan@aalto.fi.ORCID http://orcid.org/0009-0005-9880-123X
Francisco Miguel Garcia HerreroUniversidad Complutense de Madrid, Madrid, Spain.
Alexandru PalerAalto University, Espoo, Finland.ORCID http://orcid.org/0000-0002-1536-8858
Valentin SavinUniversité Grenoble Alpes, CEA-Léti, Grenoble, France.ORCID http://orcid.org/0000-0001-9362-8769

Funding

Academy of Finland (Suomen Akatemia) 352188United States Department of Defense | Defense Advanced Research Projects Agency (DARPA) HR00112230006 and HR001121S002
6 · The paper itself

Abstract

We introduce a decoding framework for correlated errors in quantum LDPC codes under circuit-level noise. Our approach is a graph augmentation and rewiring for inference (GARI) method, which modifies the correlated detector error model by eliminating 4-cycles involving Y-type errors, while preserving the equivalence of the decoding problem. A normalized min-sum decoder with a hybrid serial-layered schedule is applied on the transformed graph, achieving high accuracy with low latency. Performance is further enhanced (on par with XYZ-Relay-BP) through ensemble decoding, where 24 randomized normalized min-sum decoders run in parallel on the transformed graph. For the distance 12 Bivariate Bicycle code the logical error rate of (6.70 ± 1.93) × 10

Identifiers

PMID41832150
PMCPMC13133148

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.