Search Results for author: Tze Meng Low

Found 2 papers, 0 papers with code

CodeNet: Training Large Scale Neural Networks in Presence of Soft-Errors

no code implementations4 Mar 2019 Sanghamitra Dutta, Ziqian Bai, Tze Meng Low, Pulkit Grover

This work proposes the first strategy to make distributed training of neural networks resilient to computing errors, a problem that has remained unsolved despite being first posed in 1956 by von Neumann.

A Unified Coded Deep Neural Network Training Strategy Based on Generalized PolyDot Codes for Matrix Multiplication

no code implementations27 Nov 2018 Sanghamitra Dutta, Ziqian Bai, Haewon Jeong, Tze Meng Low, Pulkit Grover

First, we propose a novel coded matrix multiplication technique called Generalized PolyDot codes that advances on existing methods for coded matrix multiplication under storage and communication constraints.

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