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A low-complexity BP-OSD algorithm for quantum LDPC codes

Jifan Liang, Qianfan Wang*, Lvzhou Li, Linqi Song, Xiao Ma

*Corresponding author for this work

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

Abstract

This paper introduces a low-complexity belief propagation (BP) algorithm combined with ordered statistics decoding (OSD), referred to as the BP-OSD algorithm, for quantum low-density parity-check (LDPC) codes. In the pre-processing stage, we optimize the parameters of BP to reduce the average number of iterations. In the post-processing stage, we introduce a locally constrained OSD (LCOSD) scheme instead of the conventional OSD scheme. Additionally, we propose two early termination strategies to reduce the average number of searches in the post-processing stage. Numerical results demonstrate that: a) the proposed BP-OSD algorithm achieves performance comparable to (or slightly better than) that of the conventional BP-OSD algorithm; b) the parameter optimization in the pre-processing stage effectively reduces the average number of iterations; c) the proposed early termination strategies significantly reduce the average number of searches in the post-processing stage, often reducing the count to below ten and sometimes even to a single search.

© The Author(s), under exclusive licence to EDP Sciences, Springer-Verlag GmbH Germany, part of Springer Nature 2025
Original languageEnglish
Pages (from-to)6211-6222
JournalEuropean Physical Journal: Special Topics
Volume234
Issue number20
Online published9 Jun 2025
DOIs
Publication statusPublished - Dec 2025

Funding

This work is supported by the National Key R&D Program of China (No. 2021YFA1000500), the National Natural Science Foundation of China (No. 62301617, No. 62471506 and No. 62272492) and the Guangdong Basic and Applied Basic Research Foundation (No. 2023A1515011056 and No. 2025A1515011650).

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