IEEE - Institute of Electrical and Electronics Engineers, Inc. - Characterizing Sparse Connectivity Patterns in Neural Networks

2018 Information Theory and Applications Workshop (ITA)

Author(s): Sourya Dey ; Kuan-Wen Huang ; Peter A. Beerel ; Keith M. Chugg
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 February 2018
Conference Location: San Diego, CA, USA
Conference Date: 11 February 2018
Page(s): 1 - 9
ISBN (Electronic): 978-1-7281-0124-8
DOI: 10.1109/ITA.2018.8502950
Regular:

We propose a novel way of reducing the number of parameters in the storage-hungry fully connected layers of a neural network by using pre-defined sparsity, where the majority of connections are... View More

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