87 citations · 215 across the 14 of their papers we have counts for
3 papers · 1 filter
A Unified Coded Deep Neural Network Training Strategy Based on Generalized PolyDot Codes for Matrix Multiplication
Sanghamitra Dutta, Ziqian Bai, Haewon Jeong +2
This paper has two contributions. First, we propose a novel coded matrix multiplication technique called Generalized PolyDot codes that advances on existing methods for coded matri…
High Performance Zero-Memory Overhead Direct Convolutions
Jiyuan Zhang, Franz Franchetti, Tze Meng Low
The computation of convolution layers in deep neural networks typically rely on high performance routines that trade space for time by using additional memory (either for packing p…
Coded FFT and Its Communication Overhead
Haewon Jeong, Tze Meng Low, Pulkit Grover
We propose a coded computing strategy and examine communication costs of coded computing algorithms to make distributed Fast Fourier Transform (FFT) resilient to errors during the…