Approximated Coded Computing: Towards Fast, Private and Secure Distributed Machine Learning

H Qiu, K Zhu, NC Luong, D Niyato - arXiv preprint arXiv:2406.04747, 2024 - arxiv.org
In a large-scale distributed machine learning system, coded computing has attracted wide-
spread attention since it can effectively alleviate the impact of stragglers. However, several …

The Influence of Placement on Transmission in Distributed Computing of Boolean Functions

A Tanha, D Malak - arXiv preprint arXiv:2406.07088, 2024 - arxiv.org
In this paper, we explore a distributed setting, where a user seeks to compute a linearly-
separable Boolean function of degree $ M $ from $ N $ servers, each with a cache size $ M …