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04/14/2023
AUTOSPARSE: Towards Automated Sparse Training of Deep Neural Networks
Sparse training is emerging as a promising avenue for reducing the compu...
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06/24/2020
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural Networks
Sparse neural networks are shown to give accurate predictions competitiv...
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05/29/2019
A Study of BFLOAT16 for Deep Learning Training
This paper presents the first comprehensive empirical study demonstratin...
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08/10/2018
Hierarchical Block Sparse Neural Networks
Sparse deep neural networks(DNNs) are efficient in both memory and compu...
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11/01/2017