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A Task-Adaptive In-Situ ReRAM Computing for Graph Convolutional Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 9, 页码: 2635-2646
作者:  He, Yintao;  Li, Bing;  Wang, Ying;  Liu, Cheng;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：2/0  |  提交时间：2024/12/06
Task analysis  Sparse matrices  Convolution  Convolutional neural networks  Design automation  Neural networks  Integrated circuits  Graph convolutional network  hardware acceleration  processing-in-memory  
HiHGNN: Accelerating HGNNs Through Parallelism and Data Reusability Exploitation 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 7, 页码: 1122-1138
作者:  Xue, Runzhen;  Han, Dengke;  Yan, Mingyu;  Zou, Mo;  Yang, Xiaocheng;  Wang, Duo;  Li, Wenming;  Tang, Zhimin;  Kim, John;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Semantics  Parallel processing  Graph neural networks  Vectors  Graphics processing units  Fuses  Hardware  GNN  GNN accelerator  graph neural network  HGNN  HGNN accelerator  heterogeneous graph neural network  
An Energy-Efficient In-Memory Accelerator for Graph Construction and Updating 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 6, 页码: 1781-1793
作者:  Chen, Mingkai;  Liu, Cheng;  Liang, Shengwen;  He, Lei;  Wang, Ying;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：2/0  |  提交时间：2024/12/06
Memory management  Buildings  Bandwidth  Hardware  Social networking (online)  Energy efficiency  Parallel processing  Graph construction  graph updating  near-data processing  nearest neighbors  power gating  stacked memory  
Characterizing and Understanding Defense Methods for GNNs on GPUs 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2023, 卷号: 22, 期号: 2, 页码: 137-140
作者:  Wu, Meng;  Yan, Mingyu;  Yang, Xiaocheng;  Li, Wenming;  Zhang, Zhimin;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：17/0  |  提交时间：2023/12/04
Kernel  Purification  Estimation  Graphics processing units  Perturbation methods  Electric breakdown  Training  Graph neural networks  defense  execution semantic  execution pattern  overhead  
Characterizing and Understanding HGNNs on GPUs 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2022, 卷号: 21, 期号: 2, 页码: 69-72
作者:  Yan, Mingyu;  Zou, Mo;  Yang, Xiaocheng;  Li, Wenming;  Ye, Xiaochun;  Fan, Dongrui;  Xie, Yuan
收藏  |  浏览/下载：35/0  |  提交时间：2022/12/07
Kernel  Semantics  Aggregates  Mercury (metals)  Motion pictures  Graphics processing units  Electric breakdown  Heterogeneous graph neural networks  GNNs  characterization  execution semantic  execution pattern  
Accelerating Graph Processing With Lightweight Learning-Based Data Reordering 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2022, 卷号: 21, 期号: 1, 页码: 5-8
作者:  Zou, Mo;  Zhang, Mingzhe;  Wang, Rujia;  Sun, Xian-He;  Ye, Xiaochun;  Fan, Dongrui;  Tang, Zhimin
收藏  |  浏览/下载：30/0  |  提交时间：2022/12/07
Instruction sets  Computational modeling  Predictive models  Big Data applications  Software  Optimization  Graph processing  reordering technique  learning-based prediction model  
RAID-Net: Region-Aware Image Deblurring Network Under Guidance of the Image Blur Formulation 期刊论文
IEEE ACCESS, 2022, 卷号: 10, 页码: 83940-83948
作者:  Liao, Lianjun;  Zhang, Zihao;  Xia, Shihong
收藏  |  浏览/下载：30/0  |  提交时间：2022/12/07
Image restoration  Cameras  Convolutional neural networks  Task analysis  Adaptation models  Image edge detection  Trajectory  Attention mechanism  graph neural network  graph reasoning network  image deblur  image processing  
Cacheap: Portable and Collaborative I/O Optimization for Graph Processing 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2019, 卷号: 34, 期号: 3, 页码: 690-706
作者:  Zhao, Peng;  Ding, Chen;  Liu, Lei;  Yu, Jiping;  Han, Wentao;  Feng, Xiao-Bing
收藏  |  浏览/下载：83/0  |  提交时间：2019/08/16
out-of-core graph processing system  I/O optimization  memory cache  graph analytics  locality  
A Survey on Graph Processing Accelerators: Challenges and Opportunities 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2019, 卷号: 34, 期号: 2, 页码: 339-371
作者:  Gui, Chuang-Yi;  Zheng, Long;  He, Bingsheng;  Liu, Cheng;  Chen, Xin-Yu;  Liao, Xiao-Fei;  Jin, Hai
收藏  |  浏览/下载：97/0  |  提交时间：2019/08/16
graph processing accelerator  domain-specific architecture  performance  energy efficiency  
GraphDuo: A Dual-Model Graph Processing Framework 期刊论文
IEEE ACCESS, 2018, 卷号: 6, 页码: 35057-35071
作者:  Tian, Xinhui;  Zhan, Jianfeng
收藏  |  浏览/下载：52/0  |  提交时间：2019/12/10
Data processing  distributed processing  graph theory  large-scale systems