Speeding Up Distributed Machine Learning Using Codes

Speeding Up Distributed Machine Learning Using Codes

8 December 2015

Maximilian Lam

Ramtin Pedarsani

Dimitris Papailiopoulos

Kannan Ramchandran

Papers citing "Speeding Up Distributed Machine Learning Using Codes"

16 / 266 papers shown

Title
On Heterogeneous Coded Distributed Computing Mehrdad Kiamari Chenwei Wang A. Avestimehr 34 57 0 01 Sep 2017
Locality-Aware Hybrid Coded MapReduce for Server-Rack Architecture Snehasis Gupta V. Lalitha 14 11 0 22 Aug 2017
Gradient Coding from Cyclic MDS Codes and Expander Graphs Netanel Raviv Itzhak Tamo Rashish Tandon A. Dimakis 12 181 0 12 Jul 2017
Improving Distributed Gradient Descent Using Reed-Solomon Codes Wael Halbawi Navid Azizan Fariborz Salehi B. Hassibi AI4CE FedML 14 156 0 16 Jun 2017
Polynomial Codes: an Optimal Design for High-Dimensional Coded Matrix Multiplication Qian-long Yu M. Maddah-ali A. Avestimehr 11 460 0 30 May 2017
How to Optimally Allocate Resources for Coded Distributed Computing? Qian-long Yu Songze Li M. Maddah-ali A. Avestimehr 18 51 0 23 Feb 2017
Coding for Distributed Fog Computing Songze Li M. Maddah-ali A. Avestimehr 14 142 0 20 Feb 2017
Coded TeraSort Songze Li Sucha Supittayapornpong M. Maddah-ali A. Avestimehr 11 50 0 16 Feb 2017
Coded Computation over Heterogeneous Clusters Amirhossein Reisizadeh Saurav Prakash Ramtin Pedarsani A. Avestimehr 27 225 0 21 Jan 2017
Gradient Coding Rashish Tandon Qi Lei A. Dimakis Nikos Karampatziakis 16 74 0 10 Dec 2016
On the Worst-case Communication Overhead for Distributed Data Shuffling Mohamed Adel Attia Ravi Tandon FedML 11 20 0 30 Sep 2016
Information Theoretic Limits of Data Shuffling for Distributed Learning Mohamed Adel Attia Ravi Tandon FedML 27 40 0 16 Sep 2016
A Unified Coding Framework for Distributed Computing with Straggling Servers Songze Li M. Maddah-ali A. Avestimehr 16 176 0 06 Sep 2016
A Scalable Framework for Wireless Distributed Computing Songze Li Qian-long Yu M. Maddah-ali A. Avestimehr 6 122 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 20 446 0 24 Apr 2016
On Delay-Optimal Scheduling in Queueing Systems with Replications Yin Sun C. E. Koksal Ness B. Shroff 16 40 0 23 Mar 2016