{"title":"Bounded-Degree Low-Rank Parity-Check Codes","authors":"Ermes Franch;Chunlei Li","doi":"10.1109/TIT.2025.3532811","DOIUrl":null,"url":null,"abstract":"Low-rank parity-check (LRPC) codes are the rank-metric analogue of low-density parity-check codes and they found important applications in code-based cryptography. In this paper we investigate a sub-family of LRPC codes, which have a parity-check matrix defined over a subspace <inline-formula> <tex-math>${\\mathcal {V}}_{\\alpha,d}=\\langle 1,\\alpha, \\ldots, \\alpha ^{d-1} \\rangle _{\\mathbb {F}_{q}}\\subsetneq \\mathbb {F}_{q^{m}} $ </tex-math></inline-formula>, where <inline-formula> <tex-math>$\\mathbb {F}_{q^{m}}$ </tex-math></inline-formula> is the finite field of <inline-formula> <tex-math>$q^{m}$ </tex-math></inline-formula> elements, <inline-formula> <tex-math>$\\alpha \\in \\mathbb {F}_{q^{m}}$ </tex-math></inline-formula> is an element not in any proper subfield of <inline-formula> <tex-math>$\\mathbb {F}_{q^{m}}$ </tex-math></inline-formula>, and d is a positive integer significantly smaller than m. These codes are termed bounded-degree LRPC (BD-LRPC) codes. BD-LRPC codes are the same as the standard LRPC codes of density 2 when the degree <inline-formula> <tex-math>$d=2$ </tex-math></inline-formula>, while for degree <inline-formula> <tex-math>$d\\gt 2$ </tex-math></inline-formula> they constitute a proper subset of LRPC codes of density d. Exploiting the structure of <inline-formula> <tex-math>${\\mathcal {V}}_{\\alpha,d}$ </tex-math></inline-formula>, the BD-LRPC codes of degree d can uniquely correct errors of rank weight r when <inline-formula> <tex-math>$n-k \\geq r + u$ </tex-math></inline-formula> for certain <inline-formula> <tex-math>$u \\geq 1$ </tex-math></inline-formula>, in contrast to the condition <inline-formula> <tex-math>$n-k\\geq dr$ </tex-math></inline-formula> required for the standard LRPC codes. This underscores the superior decoding capability of the BD-LRPC codes. Moreover, as the code length <inline-formula> <tex-math>$n\\rightarrow \\infty $ </tex-math></inline-formula>, when <inline-formula> <tex-math>$n/m\\rightarrow 0$ </tex-math></inline-formula>, the BD-LRPC codes with a code rate of <inline-formula> <tex-math>$R=k/n$ </tex-math></inline-formula> can be uniquely decodable with radius <inline-formula> <tex-math>$\\rho =r/n$ </tex-math></inline-formula> approaching the Singleton bound <inline-formula> <tex-math>$1-R$ </tex-math></inline-formula> by letting <inline-formula> <tex-math>$\\epsilon =u/n\\rightarrow 0$ </tex-math></inline-formula>; and when <inline-formula> <tex-math>$n/m$ </tex-math></inline-formula> is a constant, the BD-LRPC codes can have unique decoding radius <inline-formula> <tex-math>$\\rho = 1-R-\\epsilon $ </tex-math></inline-formula> for a small <inline-formula> <tex-math>$\\epsilon $ </tex-math></inline-formula>, allowing for <inline-formula> <tex-math>$\\rho \\gt (1-R)/2$ </tex-math></inline-formula> with properly chosen parameters. This superior decoding capability is theoretically proved for the case <inline-formula> <tex-math>$d=2$ </tex-math></inline-formula> and confirmed by experimental results for <inline-formula> <tex-math>$d\\gt 2$ </tex-math></inline-formula>.","PeriodicalId":13494,"journal":{"name":"IEEE Transactions on Information Theory","volume":"71 3","pages":"1593-1612"},"PeriodicalIF":2.2000,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Information Theory","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10849629/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Low-rank parity-check (LRPC) codes are the rank-metric analogue of low-density parity-check codes and they found important applications in code-based cryptography. In this paper we investigate a sub-family of LRPC codes, which have a parity-check matrix defined over a subspace ${\mathcal {V}}_{\alpha,d}=\langle 1,\alpha, \ldots, \alpha ^{d-1} \rangle _{\mathbb {F}_{q}}\subsetneq \mathbb {F}_{q^{m}} $ , where $\mathbb {F}_{q^{m}}$ is the finite field of $q^{m}$ elements, $\alpha \in \mathbb {F}_{q^{m}}$ is an element not in any proper subfield of $\mathbb {F}_{q^{m}}$ , and d is a positive integer significantly smaller than m. These codes are termed bounded-degree LRPC (BD-LRPC) codes. BD-LRPC codes are the same as the standard LRPC codes of density 2 when the degree $d=2$ , while for degree $d\gt 2$ they constitute a proper subset of LRPC codes of density d. Exploiting the structure of ${\mathcal {V}}_{\alpha,d}$ , the BD-LRPC codes of degree d can uniquely correct errors of rank weight r when $n-k \geq r + u$ for certain $u \geq 1$ , in contrast to the condition $n-k\geq dr$ required for the standard LRPC codes. This underscores the superior decoding capability of the BD-LRPC codes. Moreover, as the code length $n\rightarrow \infty $ , when $n/m\rightarrow 0$ , the BD-LRPC codes with a code rate of $R=k/n$ can be uniquely decodable with radius $\rho =r/n$ approaching the Singleton bound $1-R$ by letting $\epsilon =u/n\rightarrow 0$ ; and when $n/m$ is a constant, the BD-LRPC codes can have unique decoding radius $\rho = 1-R-\epsilon $ for a small $\epsilon $ , allowing for $\rho \gt (1-R)/2$ with properly chosen parameters. This superior decoding capability is theoretically proved for the case $d=2$ and confirmed by experimental results for $d\gt 2$ .
期刊介绍:
The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.