Fundamental Limits of Approximate Gradient Coding

Fundamental Limits of Approximate Gradient Coding

23 January 2019

Sinong Wang

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Papers citing "Fundamental Limits of Approximate Gradient Coding"

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Title
Robust Gradient Descent via Moment Encoding with LDPC Codes R. Maity A. S. Rawat A. Mazumdar 52 41 0 22 May 2018
Communication-Computation Efficient Gradient Coding Min Ye Emmanuel Abbe 57 158 0 09 Feb 2018
Coded Sparse Matrix Multiplication Sinong Wang Jiashang Liu Ness B. Shroff 39 125 0 09 Feb 2018
Approximate Gradient Coding via Sparse Random Graphs Zachary B. Charles Dimitris Papailiopoulos J. Ellenberg 56 77 0 17 Nov 2017
Straggler Mitigation in Distributed Optimization Through Data Encoding C. Karakuş Yifan Sun Suhas Diggavi W. Yin 53 145 0 14 Nov 2017
Gradient Coding from Cyclic MDS Codes and Expander Graphs Netanel Raviv Itzhak Tamo Rashish Tandon A. Dimakis 39 182 0 12 Jul 2017
Polynomial Codes: an Optimal Design for High-Dimensional Coded Matrix Multiplication Qian-long Yu M. Maddah-ali A. Avestimehr 114 463 0 30 May 2017
Speeding Up Distributed Machine Learning Using Codes Kangwook Lee Maximilian Lam Ramtin Pedarsani Dimitris Papailiopoulos Kannan Ramchandran 200 858 0 08 Dec 2015
Adding Gradient Noise Improves Learning for Very Deep Networks Arvind Neelakantan Luke Vilnis Quoc V. Le Ilya Sutskever Lukasz Kaiser Karol Kurach James Martens AI4CE ODL 83 545 0 21 Nov 2015
On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants Sashank J. Reddi Ahmed S. Hefny S. Sra Barnabás Póczós Alex Smola 119 196 0 23 Jun 2015