IEEE Computer Society - A Quantitative Exploration of Collaborative Pruning and Approximation Towards Energy-Efficient Deep Neural Networks

Author(s): Xin He ; Wenyan Lu ; Ke Liu ; Guihai Yan ; Xuan Zhang
Publisher: IEEE Computer Society
Volume: PP
Page(s): 1
ISSN (Electronic): 2168-2364
ISSN (Paper): 2168-2356
DOI: 10.1109/MDAT.2019.2943575

To reduce the excess energy footprint of deep neural networks (DNNs), diverse solutions have been proposed across the system stacks. For instance, algorithm-level network pruning techniques remove... View More