Resource-aware Pruning

Resource-Aware Pruning is a model compression technique that selectively removes parameters from neural networks based on an explicit optimization of computational, memory, or energy constraints to achieve efficient inference while preserving model performance.

Publications

3.2K

Citations

178

Authors

Institutions

Publications per year

2017–2026

Parents

Pruning Intensity

Publications

Once-for-All: Train One Network and Specialize it for Efficient\n Deployment

Han Cai, Chuang Gan, Tianzhe Wang et al. · arXiv (Cornell University) · 2019 · 682 citations · Full text

Computing, Computer Engineering, Computer Science +16

Pruning Convolutional Neural Networks for Resource Efficient Transfer Learning.

Pavlo Molchanov, Stephen Tyree, Tero Karras et al. · arXiv (Cornell University) · 2016 · 311 citations · Full text

Computing, Computer Science, Computer Vision +16

CLIP-Q: Deep Network Compression Learning by In-parallel Pruning-Quantization

Frederick Tung, Greg Mori · 2018 · 230 citations

Computing, Computer Engineering, Computer Science +17

C-LSTM

Shuo Wang, Zhe Li, Caiwen Ding et al. · 2018 · 226 citations · Full text

Engineering, Computer Engineering, Computer Science +17

AutoSlim: Towards One-Shot Architecture Search for Channel Numbers

Jiahui Yu, Thomas S. Huang · arXiv (Cornell University) · 2019 · 145 citations · Full text

Computing, Computer Engineering, Computer Science +14

1–5 of 47

Authors

178

SH
Song Han
Massachusetts Institute of Technology, United States
2 publications · 780 citations
2
h-index
JY
Jiahui Yu
Zhejiang University, China
2 publications · 180 citations
2
h-index
PN
Paul N. Whatmough
American Rock Mechanics Association, United States
2 publications · 132 citations
2
h-index
IF
Igor Fedorov
Mid Sweden University, Sweden
2 publications · 132 citations
2
h-index
YW
Yanzhi Wang
Northeastern University, United States
2 publications · 286 citations
2
h-index

1–5 of 178

Institutions

1–8 of 79

Venues

arXiv (Cornell University)
Repository · 14 publications · 1.6K citations
13
h-index
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
3 publications · 45 citations
3
h-index
IEEE Access
3 publications · 92 citations
3
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 1 publications · 143 citations
1
h-index
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies
IMWUT · 1 publications · 25 citations
1
h-index

1–5