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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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 |
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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 |
_version_ |
1779156346767147008 |