Speeding Up Distributed Machine Learning Using Codes

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Speeding Up Distributed Machine Learning Using Codes

8 December 2015

Maximilian Lam

Ramtin Pedarsani

Dimitris Papailiopoulos

Kannan Ramchandran

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Papers citing "Speeding Up Distributed Machine Learning Using Codes"

18 / 268 papers shown

Title
A Sequential Approximation Framework for Coded Distributed Optimization Jingge Zhu Ye Pu Vipul Gupta Claire Tomlin Kannan Ramchandran 57 23 0 24 Oct 2017
Coded Fourier Transform Qian-long Yu M. Maddah-ali A. Avestimehr 105 64 0 17 Oct 2017
On Heterogeneous Coded Distributed Computing Mehrdad Kiamari Chenwei Wang A. Avestimehr 77 58 0 01 Sep 2017
Locality-Aware Hybrid Coded MapReduce for Server-Rack Architecture Snehasis Gupta V. Lalitha 61 11 0 22 Aug 2017
Gradient Coding from Cyclic MDS Codes and Expander Graphs Netanel Raviv Itzhak Tamo Rashish Tandon A. Dimakis 94 183 0 12 Jul 2017
Improving Distributed Gradient Descent Using Reed-Solomon Codes Wael Halbawi Navid Azizan Fariborz Salehi B. Hassibi AI4CE FedML 63 158 0 16 Jun 2017
Polynomial Codes: an Optimal Design for High-Dimensional Coded Matrix Multiplication Qian-long Yu M. Maddah-ali A. Avestimehr 144 465 0 30 May 2017
How to Optimally Allocate Resources for Coded Distributed Computing? Qian-long Yu Songze Li M. Maddah-ali A. Avestimehr 132 51 0 23 Feb 2017
Coding for Distributed Fog Computing Songze Li M. Maddah-ali A. Avestimehr 74 142 0 20 Feb 2017
Coded TeraSort Songze Li Sucha Supittayapornpong M. Maddah-ali A. Avestimehr 68 50 0 16 Feb 2017
Coded Computation over Heterogeneous Clusters Amirhossein Reisizadeh Saurav Prakash Ramtin Pedarsani A. Avestimehr 155 228 0 21 Jan 2017
Gradient Coding Rashish Tandon Qi Lei A. Dimakis Nikos Karampatziakis 69 74 0 10 Dec 2016
On the Worst-case Communication Overhead for Distributed Data Shuffling Mohamed Adel Attia Ravi Tandon FedML 52 20 0 30 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 69 40 0 16 Sep 2016
A Unified Coding Framework for Distributed Computing with Straggling Servers Songze Li M. Maddah-ali A. Avestimehr 78 178 0 06 Sep 2016
A Scalable Framework for Wireless Distributed Computing Songze Li Qian-long Yu M. Maddah-ali A. Avestimehr 80 124 0 19 Aug 2016
A Fundamental Tradeoff between Computation and Communication in Distributed Computing Songze Li M. Maddah-ali Qian-long Yu A. Avestimehr OT 89 451 0 24 Apr 2016
On Delay-Optimal Scheduling in Queueing Systems with Replications Yin Sun C. E. Koksal Ness B. Shroff 75 40 0 23 Mar 2016