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Multi-Node Acceleration for Large-Scale GCNs 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 12, 页码: 3140-3152
作者:  Sun, Gongjian;  Yan, Mingyu;  Wang, Duo;  Li, Han;  Li, Wenming;  Ye, Xiaochun;  Fan, Dongrui;  Xie, Yuan
收藏  |  浏览/下载：24/0  |  提交时间：2023/07/12
Deep learning  graph neural network  hardware accelerator  multi-node system  communication optimization  
JBNN: A Hardware Design for Binarized Neural Networks Using Single-Flux-Quantum Circuits 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 12, 页码: 3203-3214
作者:  Fu, Rongliang;  Huang, Junying;  Wu, Haibin;  Ye, Xiaochun;  Fan, Dongrui;  Ho, Tsung-Yi
收藏  |  浏览/下载：15/0  |  提交时间：2023/07/12
Superconducting  single-flux-quantum  accelerator  binarized neural network  
A synergistic reinforcement learning-based framework design in driving automation 期刊论文
COMPUTERS & ELECTRICAL ENGINEERING, 2022, 卷号: 101, 页码: 15
作者:  Qi, Yuqiong;  Hu, Yang;  Wu, Haibin;  Li, Shen;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：26/0  |  提交时间：2022/12/07
Autonomous Driving  Heterogeneous Multicore AI Accelerator  Criteria  Reinforcement Learning  Scheduling  
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 卷号: 9, 期号: 2, 页码: 205-234
作者:  Liu, Xin;  Yan, Mingyu;  Deng, Lei;  Li, Guoqi;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：30/0  |  提交时间：2022/06/21
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
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：23/0  |  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  
An efficient scheduling algorithm for dataflow architecture using loop-pipelining 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1136-1153
作者:  Li, Yi;  Wu, Meng;  Ye, Xiaochun;  Li, Wenming;  Xue, Rui;  Wang, Da;  Zhang, Hao;  Fan, Dongrui
收藏  |  浏览/下载：38/0  |  提交时间：2021/12/01
Dataflow architecture  Instruction scheduling  Multicast  Sharing path  Loop optimization  
Hardware Acceleration for GCNs via Bidirectional Fusion 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2021, 卷号: 20, 期号: 1, 页码: 4
作者:  Li, Han;  Yan, Mingyu;  Yang, Xiaocheng;  Deng, Lei;  Li, Wenming;  Ye, Xiaochun;  Fan, Dongrui;  Xie, Yuan
收藏  |  浏览/下载：35/0  |  提交时间：2021/12/01
Random access memory  Computational modeling  Analytical models  Hardware  Engines  Computer architecture  Transforms  Graph convolutional neural networks  hardware accelerator  bidirectional execution  inter-phase fusion  
An efficient dataflow accelerator for scientific applications 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 卷号: 112, 页码: 580-588
作者:  Ye, Xiaochun;  Tan, Xu;  Wu, Meng;  Feng, Yujing;  Wang, Da;  Zhang, Hao;  Pei, Songwen;  Fan, Dongrui
收藏  |  浏览/下载：218/0  |  提交时间：2020/12/10
Dataflow architecture  Scientific computing  Instruction level parallelism  
Characterizing and Understanding GCNs on GPU 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2020, 卷号: 19, 期号: 1, 页码: 22-25
作者:  Yan, Mingyu;  Chen, Zhaodong;  Deng, Lei;  Ye, Xiaochun;  Zhang, Zhimin;  Fan, Dongrui;  Xie, Yuan
收藏  |  浏览/下载：47/0  |  提交时间：2020/12/10
Graph convolutional neural networks  characterization  execution pattern  GPU  
PIM-WEAVER: A High Energy-efficient, General-purpose Acceleration Architecture for String Operations in Big Data Processing 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2019, 卷号: 21, 页码: 129-142
作者:  Li, Wenming;  Ye, Xiaochun;  Wang, Da;  Zhang, Hao;  Tang, Zhimin;  Fan, Dongrui;  Sun, Ninghui
收藏  |  浏览/下载：132/0  |  提交时间：2019/08/16
PIM  String operations  Acceleration architecture  Big data  HMC