Coding Against Stragglers in Distributed Computation Scenarios

M Aliasgari - 2020 - search.proquest.com
Data and analytics capabilities have made a leap forward in recent years. The volume of
available data has grown exponentially. The huge amount of data needs to be transferred …

Slack squeeze coded computing for adaptive straggler mitigation

KG Narra, Z Lin, M Kiamari, S Avestimehr… - Proceedings of the …, 2019 - dl.acm.org
While performing distributed computations in today's cloud-based platforms, execution
speed variations among compute nodes can significantly reduce the performance and …

[PDF][PDF] Slack squeeze coded computing for adaptive straggler mitigation

Z Krishna Giri Narra - SC'19: Proceedings of the International …, 2019 - par.nsf.gov
While performing distributed computations in today's cloud-based platforms, execution
speed variations among compute nodes can significantly reduce the performance and …

Coded computing at full speed

B Tang, J Cao, R Cui, B Ye, Y Li… - 2020 IEEE 40th …, 2020 - ieeexplore.ieee.org
Distributed computing is the mainstream for large-scale machine learning and big data
analytics, but its performance usually suffers from unpredictable stragglers, ie, very slow …

Slack squeeze coded computing for adaptive straggler mitigation

K Giri Narra, Z Lin, M Kiamari, S Avestimehr… - arXiv e …, 2019 - ui.adsabs.harvard.edu
While performing distributed computations in today's cloud-based platforms, execution
speed variations among compute nodes can significantly reduce the performance and …

On heterogeneous coded distributed computing

M Kiamari, C Wang… - GLOBECOM 2017-2017 …, 2017 - ieeexplore.ieee.org
We consider the recently proposed Coded Distributed Computing (CDC) framework [1]-[3]
that leverages carefully designed redundant computations to enable coding opportunities …

Leveraging coding techniques and redundancy for speeding up distributed computing and robustifying distributed learning

K Konstantinidis - 2022 - search.proquest.com
Distributed computing is extensively used nowadays to facilitate the processing of large
amounts of data for a wide range of applications, including, but not limited to, machine …

Coded computing: Mitigating fundamental bottlenecks in large-scale distributed computing and machine learning

S Li, S Avestimehr - Foundations and Trends® in …, 2020 - nowpublishers.com
We introduce the concept of “coded computing”, a novel computing paradigm that utilizes
coding theory to effectively inject and leverage data/computation redundancy to mitigate …

Vers: fully distributed Coded Computing System with Distributed Encoding

N Abadi Khooshemehr, MA Maddah-Ali - arXiv e-prints, 2023 - ui.adsabs.harvard.edu
Coded computing has proved to be useful in distributed computing. We have observed that
almost all coded computing systems studied so far consider a setup of one master and some …

Vers: fully distributed coded computing system with distributed encoding

NA Khooshemehr, MA Maddah-Ali - arXiv preprint arXiv:2304.05691, 2023 - arxiv.org
Coded computing has proved to be useful in distributed computing. We have observed that
almost all coded computing systems studied so far consider a setup of one master and some …