Row-Wise Product-Based Sparse Matrix Multiplication Hardware Accelerator With Optimal Load Balancing

Matrix multiplication is a main computation kernel of emerging workloads, such as deep neural networks and graph analytics. These workloads often exhibit high sparsity in data, which means a large portion of the elements in the data are zero-valued elements. Though systolic arrays have shown a signi...

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Bibliographic Details
Main Authors: Jong Hun Lee, Beomjin Park, Joonho Kong, Arslan Munir
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9798812/