Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols

Motivated by applications in distributed storage, distributed computing, and homomorphic secret sharing, we study communication-efficient schemes for computing linear combinations of coded symbols. Specifically, we design low-bandwidth schemes that evaluate the weighted sum of $\ell$ coded symbol...

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Main Authors: Kiah, Han Mao, Kim, Wilton, Kruglik, Stanislav, Ling, San, Wang, Huaxiong
Other Authors: School of Physical and Mathematical Sciences
Format: Conference or Workshop Item
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/168956
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1689562023-09-03T15:35:38Z Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols Kiah, Han Mao Kim, Wilton Kruglik, Stanislav Ling, San Wang, Huaxiong School of Physical and Mathematical Sciences 2023 IEEE International Symposium on Information Theory (ISIT) Engineering::Computer science and engineering Science::Mathematics Motivated by applications in distributed storage, distributed computing, and homomorphic secret sharing, we study communication-efficient schemes for computing linear combinations of coded symbols. Specifically, we design low-bandwidth schemes that evaluate the weighted sum of $\ell$ coded symbols in a codeword $\pmb{c}\in\mathbb{F}^n$, when we are given access to $d$ of the remaining components in $\pmb{c}$. Formally, suppose that $\mathbb{F}$ is a field extension of $\mathbb{B}$ of degree $t$. Let $\pmb{c}$ be a codeword in a Reed-Solomon code of dimension $k$ and our task is to compute the weighted sum of $\ell$ coded symbols. In this paper, for some $s<t$, we provide an explicit scheme that performs this task by downloading $d(t-s)$ sub-symbols in $\mathbb{B}$ from $d$ available nodes, whenever $d\geq \ell|\mathbb{B}|^s-\ell+k$. In many cases, our scheme outperforms previous schemes in the literature. Furthermore, we provide a characterization of evaluation schemes for general linear codes. Then in the special case of Reed-Solomon codes, we use this characterization to derive a lower bound for the evaluation bandwidth. Ministry of Education (MOE) National Research Foundation (NRF) Submitted/Accepted version This research / project is supported by the National Research Foundation, Singapore under its Strategic Capability Research Centres Funding Initiative, and Singapore Ministry of Education Academic Research Fund Tier 2 Grants MOE2019-T2-2- 083 and MOE-T2EP20121-0007. 2023-08-29T01:25:50Z 2023-08-29T01:25:50Z 2023 Conference Paper Kiah, H. M., Kim, W., Kruglik, S., Ling, S. & Wang, H. (2023). Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols. 2023 IEEE International Symposium on Information Theory (ISIT). https://dx.doi.org/10.1109/ISIT54713.2023.10206838 978-1-6654-7555-6 2157-8117 https://hdl.handle.net/10356/168956 10.1109/ISIT54713.2023.10206838 en MOE2019-T2-2- 083 MOE-T2EP20121-0007. © 2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/ISIT54713.2023.10206838. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering
Science::Mathematics
spellingShingle Engineering::Computer science and engineering
Science::Mathematics
Kiah, Han Mao
Kim, Wilton
Kruglik, Stanislav
Ling, San
Wang, Huaxiong
Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
description Motivated by applications in distributed storage, distributed computing, and homomorphic secret sharing, we study communication-efficient schemes for computing linear combinations of coded symbols. Specifically, we design low-bandwidth schemes that evaluate the weighted sum of $\ell$ coded symbols in a codeword $\pmb{c}\in\mathbb{F}^n$, when we are given access to $d$ of the remaining components in $\pmb{c}$. Formally, suppose that $\mathbb{F}$ is a field extension of $\mathbb{B}$ of degree $t$. Let $\pmb{c}$ be a codeword in a Reed-Solomon code of dimension $k$ and our task is to compute the weighted sum of $\ell$ coded symbols. In this paper, for some $s<t$, we provide an explicit scheme that performs this task by downloading $d(t-s)$ sub-symbols in $\mathbb{B}$ from $d$ available nodes, whenever $d\geq \ell|\mathbb{B}|^s-\ell+k$. In many cases, our scheme outperforms previous schemes in the literature. Furthermore, we provide a characterization of evaluation schemes for general linear codes. Then in the special case of Reed-Solomon codes, we use this characterization to derive a lower bound for the evaluation bandwidth.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Kiah, Han Mao
Kim, Wilton
Kruglik, Stanislav
Ling, San
Wang, Huaxiong
format Conference or Workshop Item
author Kiah, Han Mao
Kim, Wilton
Kruglik, Stanislav
Ling, San
Wang, Huaxiong
author_sort Kiah, Han Mao
title Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
title_short Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
title_full Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
title_fullStr Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
title_full_unstemmed Explicit low-bandwidth evaluation schemes for weighted sums of Reed-Solomon-coded symbols
title_sort explicit low-bandwidth evaluation schemes for weighted sums of reed-solomon-coded symbols
publishDate 2023
url https://hdl.handle.net/10356/168956
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