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ParaML: A Polyvalent Multicore Accelerator for Machine Learning 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 9, 页码: 1764-1777
作者:  Zhou, Shengyuan;  Guo, Qi;  Du, Zidong;  Liu, Daofu;  Chen, Tianshi;  Li, Ling;  Liu, Shaoli;  Zhou, Jinhong;  Temam, Olivier;  Feng, Xiaobing;  Zhou, Xuehai;  Chen, Yunji
收藏  |  浏览/下载：60/0  |  提交时间：2020/12/10
Neural networks  Machine learning  Testing  Support vector machines  Linear regression  Computers  Computer architecture  Accelerator  machine learning (ML) techniques  multicore accelerator  
Addressing Irregularity in Sparse Neural Networks Through a Cooperative Software/Hardware Approach 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2020, 卷号: 69, 期号: 7, 页码: 968-985
作者:  Zeng, Xi;  Zhi, Tian;  Zhou, Xuda;  Du, Zidong;  Guo, Qi;  Liu, Shaoli;  Wang, Bingrui;  Wen, Yuanbo;  Wang, Chao;  Zhou, Xuehai;  Li, Ling;  Chen, Tianshi;  Sun, Ninghui;  Chen, Yunji
收藏  |  浏览/下载：60/0  |  提交时间：2020/12/10
Accelerator  architecture  deep neural networks  sparsity  
Machine Learning Computers With Fractal von Neumann Architecture 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2020, 卷号: 69, 期号: 7, 页码: 998-1014
作者:  Zhao, Yongwei;  Fan, Zhe;  Du, Zidong;  Zhi, Tian;  Li, Ling;  Guo, Qi;  Liu, Shaoli;  Xu, Zhiwei;  Chen, Tianshi;  Chen, Yunji
收藏  |  浏览/下载：62/0  |  提交时间：2020/12/10
Machine learning  Computers  Fractals  Programming  Computer architecture  Graphics processing units  Matrix decomposition  Machine learning  architecture  neural networks  programming efficiency  
Self-Aware Neural Network Systems: A Survey and New Perspective 期刊论文
PROCEEDINGS OF THE IEEE, 2020, 卷号: 108, 期号: 7, 页码: 1047-1067
作者:  Du, Zidong;  Guo, Qi;  Zhao, Yongwei;  Chen, Yunji;  Xu, Zhiwei;  Zhi, Tian
收藏  |  浏览/下载：56/0  |  提交时间：2020/12/10
Artificial neural networks  Neurons  Self-aware  Monitoring  Sensors  Program processors  Logic gates  Self-aware neural network (NN) processors  
DNNTune: Automatic Benchmarking DNN Models for Mobile-cloud Computing 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2019, 卷号: 16, 期号: 4, 页码: 26
作者:  Xia, Chunwei;  Zhao, Jiacheng;  Cui, Huimin;  Feng, Xiaobing;  Xue, Jingling
收藏  |  浏览/下载：94/0  |  提交时间：2020/12/10
DNN  mobile-cloud computing  heterogeneous computing  
An Instruction Set Architecture for Machine Learning 期刊论文
ACM TRANSACTIONS ON COMPUTER SYSTEMS, 2019, 卷号: 36, 期号: 3, 页码: 35
作者:  Chen, Yunji;  Lan, Huiying;  Du, Zidong;  Liu, Shaoli;  Tao, Jinhua;  Han, Dong;  Luo, Tao;  Guo, Qi;  Li, Ling;  Xie, Yuan;  Chen, Tianshi
收藏  |  浏览/下载：59/0  |  提交时间：2020/12/10
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  
Bench IP: Benchmarking Intelligence Processors 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2018, 卷号: 33, 期号: 1, 页码: 1-23
作者:  Tao, Jin-Hua;  Du, Zi-Dong;  Guo, Qi;  Lan, Hui-Ying;  Zhang, Lei;  Zhou, Sheng-Yuan;  Xu, Ling-Jie;  Liu, Cong;  Liu, Hai-Feng;  Tang, Shan;  Rush, Allen;  Chen, Willian;  Liu, Shao-Li;  Chen, Yun-Ji;  Chen, Tian-Shi
收藏  |  浏览/下载：85/0  |  提交时间：2019/12/10
deep learning  intelligence processor  benchmark  
A survey of neural network accelerators 期刊论文
FRONTIERS OF COMPUTER SCIENCE, 2017, 卷号: 11, 期号: 5, 页码: 746-761
作者:  Li, Zhen;  Wang, Yuqing;  Zhi, Tian;  Chen, Tianshi
收藏  |  浏览/下载：46/0  |  提交时间：2019/12/12
neural networks  accelerators  FPGAs  ASICs  DianNao series  
Parallel Incremental Frequent Itemset Mining for Large Data 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2017, 卷号: 32, 期号: 2, 页码: 368-385
作者:  Song, Yu-Geng;  Cui, Hui-Min;  Feng, Xiao-Bing
收藏  |  浏览/下载：47/0  |  提交时间：2019/12/12
incremental parallel FPGrowth  data mining  frequent itemset mining  MapReduce