1 code implementation • International Conference on Machine Learning 2019 • Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, Viveck Cadambe
Communication overhead is one of the key challenges that hinder the scalability of distributed optimization algorithms to train large neural networks.
3 code implementations • 31 Jan 2018 • Sanghamitra Dutta, Mohammad Fahim, Farzin Haddadpour, Haewon Jeong, Viveck Cadambe, Pulkit Grover
We provide novel coded computation strategies for distributed matrix-matrix products that outperform the recent "Polynomial code" constructions in recovery threshold, i. e., the required number of successful workers.
Information Theory Distributed, Parallel, and Cluster Computing Information Theory
no code implementations • NeurIPS 2016 • Sanghamitra Dutta, Viveck Cadambe, Pulkit Grover
The fusion node can exploit this redundancy by completing the computation using outputs from only a subset of the processors, ignoring the stragglers.