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Towards Sparsification of Graph Neural Networks
ICCD (ICCD), 2022
11 September 2022
Hongwu Peng
Deniz Gurevin
Shaoyi Huang
Tong Geng
Weiwen Jiang
O. Khan
Caiwen Ding
GNN
Re-assign community
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Papers citing
"Towards Sparsification of Graph Neural Networks"
19 / 19 papers shown
Pruning and Quantization Impact on Graph Neural Networks
Khatoon Khedri
Reza Rawassizadeh
Qifu Wen
M. Hosseinzadeh
GNN
210
0
0
24 Oct 2025
Ralts: Robust Aggregation for Enhancing Graph Neural Network Resilience on Bit-flip Errors
Wencheng Zou
Nan Wu
AAML
160
0
0
24 Jul 2025
Sparse Covariance Neural Networks
Andrea Cavallo
Zhan Gao
Elvin Isufi
229
5
0
02 Oct 2024
MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks Training
International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2023
Hongwu Peng
Xi Xie
Kaustubh Shivdikar
Md Amit Hasan
Jiahui Zhao
Shaoyi Huang
Omer Khan
David Kaeli
Caiwen Ding
436
41
0
14 Dec 2023
Exploring Sparsity in Graph Transformers
Neural Networks (Neural Netw.), 2023
Chuang Liu
Yibing Zhan
Xueqi Ma
Liang Ding
Dapeng Tao
Hongzhi Zhang
Wenbin Hu
Bo Du
315
11
0
09 Dec 2023
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective
AAAI Conference on Artificial Intelligence (AAAI), 2023
Can Jin
Tianjin Huang
Yihua Zhang
Mykola Pechenizkiy
Sijia Liu
Shiwei Liu
Tianlong Chen
VLM
456
30
0
03 Dec 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices
Zhepeng Wang
Isaacshubhanand Putla
Weiwen Jiang
Youzuo Lin
208
3
0
14 Oct 2023
LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference
Neural Information Processing Systems (NeurIPS), 2023
Hongwu Peng
Ran Ran
Yukui Luo
Jiahui Zhao
Shaoyi Huang
...
Tong Geng
Chenghong Wang
Xiaolin Xu
Wujie Wen
Caiwen Ding
321
45
0
25 Sep 2023
Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf Models
Design Automation Conference (DAC), 2023
Yi Sheng
Junhuan Yang
Lei Yang
Yiyu Shi
Jiaxi Hu
Weiwen Jiang
190
11
0
26 Aug 2023
Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networks
Xiaoru Xie
Hongwu Peng
Amit Hasan
Shaoyi Huang
Jiahui Zhao
Haowen Fang
Wei Zhang
Tong Geng
O. Khan
Caiwen Ding
GNN
171
32
0
22 Aug 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference
IEEE International Conference on Computer Vision (ICCV), 2023
Hongwu Peng
Shaoyi Huang
Tong Zhou
Yukui Luo
Chenghong Wang
...
Tony Geng
Kaleel Mahmood
Wujie Wen
Xiaolin Xu
Caiwen Ding
OffRL
289
43
0
20 Aug 2023
PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network Deployment
Design Automation Conference (DAC), 2023
Hongwu Peng
Shangli Zhou
Yukui Luo
Nuo Xu
Shijin Duan
...
Chenghong Wang
Tong Geng
Wujie Wen
Xiaolin Xu
Caiwen Ding
202
10
0
27 Jun 2023
Neurogenesis Dynamics-inspired Spiking Neural Network Training Acceleration
Design Automation Conference (DAC), 2023
Shaoyi Huang
Haowen Fang
Kaleel Mahmood
Bowen Lei
Nuo Xu
Bin Lei
Yue Sun
Dongkuan Xu
Wujie Wen
Caiwen Ding
227
16
0
24 Apr 2023
QuMoS: A Framework for Preserving Security of Quantum Machine Learning Model
International Conference on Quantum Computing and Engineering (QCE), 2023
Zhepeng Wang
Jinyang Li
Zhirui Hu
Blake Gage
Elizabeth Iwasawa
Weiwen Jiang
315
16
0
23 Apr 2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference
Hongwu Peng
Shangli Zhou
Yukui Luo
Nuo Xu
Shijin Duan
...
Chenghong Wang
Tong Geng
Wujie Wen
Xiaolin Xu
Caiwen Ding
216
18
0
05 Feb 2023
Dynamic Sparse Training via Balancing the Exploration-Exploitation Trade-off
Design Automation Conference (DAC), 2022
Shaoyi Huang
Bowen Lei
Dongkuan Xu
Hongwu Peng
Yue Sun
Mimi Xie
Caiwen Ding
252
21
0
30 Nov 2022
Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach
Bin Lei
Shaoyi Huang
Caiwen Ding
Monika Filipovska
GNN
AI4TS
113
1
0
06 Nov 2022
Aerial Manipulation Using a Novel Unmanned Aerial Vehicle Cyber-Physical System
Caiwu Ding
Hongwu Peng
Lu Lu
Caiwen Ding
114
0
0
27 Oct 2022
PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference
Hongwu Peng
Shangli Zhou
Yukui Luo
Shijin Duan
Nuo Xu
...
Tong Geng
Ang Li
Wujie Wen
Xiaolin Xu
Caiwen Ding
170
5
0
20 Sep 2022
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