Collaborative Decoding of Polynomial Codes for Distributed Computation
Information Theory
2019-06-03 v1 Distributed, Parallel, and Cluster Computing
math.IT
Abstract
We show that polynomial codes (and some related codes) used for distributed matrix multiplication are interleaved Reed-Solomon codes and, hence, can be collaboratively decoded. We consider a fault tolerant setup where worker nodes return erroneous values. For an additive random Gaussian error model, we show that for all , errors can be corrected with probability 1. Further, numerical results show that in the presence of additive errors, when Reed-Solomon codes are collaboratively decoded, the numerical stability in recovering the error locator polynomial improves with increasing .
Cite
@article{arxiv.1905.13685,
title = {Collaborative Decoding of Polynomial Codes for Distributed Computation},
author = {Adarsh M. Subramaniam and Anoosheh Heiderzadeh and Krishna R. Narayanan},
journal= {arXiv preprint arXiv:1905.13685},
year = {2019}
}