ACM SIGOPS Operating Systems Review 51(2): 751-764
Article 2017 English
Authors
MG
Mingyu Gao
JP
Jing Pu
XY
Xuan Yang
Abstract
1 min read
The high accuracy of deep neural networks (NNs) has led to the development of NN accelerators that improve performance by two orders of magnitude. However, scaling these accelerators for higher performance with increasingly larger NNs exacerbates the cost and energy overheads of their memory systems, including the on-chip SRAM buffers and the off-chip DRAM channels.
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