Sparse Computation Acceleration

Sparse Computation Acceleration is a coarse-grained reconfigurable architecture technique that exploits computational sparsity by selectively activating processing elements and bypassing zero-valued or pruned data operations to improve energy efficiency and throughput in sparse workloads.

227

Publications

17.1K

Citations

760

Authors

193

Institutions

Publications per year

2017–2026

129

Parents

Coarse-grained Reconfigurable Architectures

Publications

227

EIE

Song Han, Xingyu Liu, Huizi Mao et al. · ACM SIGARCH Computer Architecture News · 2016 · 2K citations

Engineering, Computer Engineering, Computer Science +17

Fast Graph Representation Learning with PyTorch Geometric

Matthias Fey, Jan Eric Lenssen · arXiv (Cornell University) · 2019 · 1.3K citations · Full text

Computing, Computer Science, High-performance Computing +17

EIE: Efficient Inference Engine on Compressed Deep Neural Network

Song Han, Xingyu Liu, Huizi Mao et al. · 2016 · 967 citations

Engineering, Computer Engineering, Computer Science +17

SCNN

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara et al. · 2017 · 927 citations

Computing, Computer Engineering, Computer Science +16

Cambricon-X: An accelerator for sparse neural networks

Shijin Zhang, Zidong Du, Lei Zhang et al. · 2016 · 597 citations

Computing, Computer Engineering, Computer Science +17

1–5 of 227

Authors

760

JD
Jack Dongarra
University of Tennessee at Knoxville, United States
9 publications · 303 citations
9
h-index
WJ
William J. Dally
Stanford University, United States
8 publications · 4.9K citations
8
h-index
JE
Joel Emer
Massachusetts Institute of Technology, United States
8 publications · 1.9K citations
8
h-index
YX
Yuan Xie
Pennsylvania State University, United States
6 publications · 208 citations
6
h-index
MH
Mary Hall
University of Utah, United States
6 publications · 272 citations
6
h-index

1–5 of 760

Institutions

193

1–8 of 193

Venues

arXiv (Cornell University)
Repository · 12 publications · 1.8K citations
11
h-index
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
7 publications · 224 citations
7
h-index
ACM Transactions on Mathematical Software
TOMS · 5 publications · 364 citations
5
h-index
IEEE Transactions on Parallel and Distributed Systems
TPDS · 5 publications · 221 citations
5
h-index
The International Journal of High Performance Computing Applications
4 publications · 173 citations
4
h-index

1–5