Algebraic Geometry Codes for Secure Distributed Matrix Multiplication

IF 2.9 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Transactions on Information Theory Pub Date : 2025-01-29 DOI:10.1109/TIT.2025.3535091
Okko Makkonen;Elif Saçıkara;Camilla Hollanti
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Abstract

In this paper, we propose a novel construction for secure distributed matrix multiplication (SDMM) based on algebraic geometry (AG) codes, which we call the PoleGap SDMM scheme. The proposed construction is inspired by the Gap Additive Secure Polynomial (GASP) code, where so-called gaps in a certain polynomial are utilized to achieve higher communication rates. Our construction considers the gaps in a Weierstrass semigroup of a rational place in an algebraic function field to achieve a similar increase in the rate. This construction shows that there is potential in utilizing AG codes and their subcodes in SDMM since we demonstrate a better performance compared to state-of-the-art schemes in some parameter regimes.
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安全分布式矩阵乘法的代数几何代码
本文提出了一种基于代数几何(AG)代码的新型安全分布式矩阵乘法(SDMM)结构,我们称之为 PoleGap SDMM 方案。我们提出的结构受到了间隙添加安全多项式(GASP)代码的启发,即利用某个多项式中的所谓间隙来实现更高的通信速率。我们的构造考虑了代数函数场中有理位的魏尔斯特拉斯半群中的间隙,以实现类似的速率提升。这种构造表明,在 SDMM 中利用 AG 代码及其子代码是有潜力的,因为在某些参数情况下,我们展示了比最先进方案更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory 工程技术-工程:电子与电气
CiteScore
5.70
自引率
20.00%
发文量
514
审稿时长
12 months
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.
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