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Addressing Sparsity in Deep Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2019, 卷号: 38, 期号: 10, 页码: 1858-1871
作者:  Zhou, Xuda;  Du, Zidong;  Zhang, Shijin;  Zhang, Lei;  Lan, Huiying;  Liu, Shaoli;  Li, Ling;  Guo, Qi;  Chen, Tianshi;  Chen, Yunji
收藏  |  浏览/下载:266/0  |  提交时间:2019/12/10
Accelerator  architecture  deep neural networks (DNNs)  sparsity  
BSHIFT: A Low Cost Deep Neural Networks Accelerator 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2019, 卷号: 47, 期号: 3, 页码: 360-372
作者:  Yu, Yong;  Zhi, Tian;  Zhou, Xuda;  Liu, Shaoli;  Chen, Yunji;  Cheng, Shuyao
收藏  |  浏览/下载:92/0  |  提交时间:2019/08/16
Deep neural networks  Low power  Lossless  Accelerator  
Float-Fix: An Efficient and Hardware-Friendly Data Type for Deep Neural Network 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2019, 卷号: 47, 期号: 3, 页码: 345-359
作者:  Han, Dong;  Zhou, Shengyuan;  Zhi, Tian;  Wang, Yibo;  Liu, Shaoli
收藏  |  浏览/下载:81/0  |  提交时间:2019/08/16
Float-Fix  Neural network  Hardware accelerator  Data type  
An Accelerator for High Efficient Vision Processing 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2017, 卷号: 36, 期号: 2, 页码: 227-240
作者:  Du, Zidong;  Liu, Shaoli;  Fasthuber, Robert;  Chen, Tianshi;  Ienne, Paolo;  Li, Ling;  Luo, Tao;  Guo, Qi;  Feng, Xiaobing;  Chen, Yunji;  Temam, Olivier
收藏  |  浏览/下载:75/0  |  提交时间:2019/12/12
Accelerator architectures  convolutional neural network  vision sensor  
DaDianNao: A Neural Network Supercomputer 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2017, 卷号: 66, 期号: 1, 页码: 73-88
作者:  Luo, Tao;  Liu, Shaoli;  Li, Ling;  Wang, Yuqing;  Zhang, Shijin;  Chen, Tianshi;  Xu, Zhiwei;  Temam, Olivier;  Chen, Yunji
收藏  |  浏览/下载:74/0  |  提交时间:2019/12/12
Machine learning  neuron network  supercomputer  multi-chip  interconnect  CNN  DNN  
DianNao Family: Energy-Efficient Hardware Accelerators for Machine Learning 期刊论文
COMMUNICATIONS OF THE ACM, 2016, 卷号: 59, 期号: 11, 页码: 105-112
作者:  Chen, Yunji;  Chen, Tianshi;  Xu, Zhiwei;  Sun, Ninghui;  Temam, Olivier
收藏  |  浏览/下载:78/0  |  提交时间:2019/12/13
IMR: High-Performance Low-Cost Multi-Ring NoCs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2016, 卷号: 27, 期号: 6, 页码: 1700-1712
作者:  Liu, Shaoli;  Chen, Tianshi;  Li, Ling;  Feng, Xiaoxue;  Xu, Zhiwei;  Chen, Haibo;  Chong, Fred;  Chen, Yunji
收藏  |  浏览/下载:83/0  |  提交时间:2019/12/13
Network on Chip  Topology  Multi-Ring  
Deterministic Replay: A Survey 期刊论文
ACM COMPUTING SURVEYS, 2015, 卷号: 48, 期号: 2, 页码: 47
作者:  Chen, Yunji;  Zhang, Shijin;  Guo, Qi;  Li, Ling;  Wu, Ruiyang;  Chen, Tianshi
收藏  |  浏览/下载:54/0  |  提交时间:2019/12/13
Design  Reliability  Performance  Security  Deterministic replay  debugging  distributed system  operating system  System-on-Chip  chip multiprocessor  parallel system  order  data race  
Leveraging the Error Resilience of Neural Networks for Designing Highly Energy Efficient Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2015, 卷号: 34, 期号: 8, 页码: 1223-1235
作者:  Du, Zidong;  Lingamneni, Avinash;  Chen, Yunji;  Palem, Krishna V.;  Temam, Olivier;  Wu, Chengyong
收藏  |  浏览/下载:61/0  |  提交时间:2019/12/13
Accelerator architectures  energy efficient  hardware neuron network  inexact computing  
PuDianNao: A Polyvalent Machine Learning Accelerator 期刊论文
ACM SIGPLAN NOTICES, 2015, 卷号: 50, 期号: 4, 页码: 369-381
作者:  Liu, Daofu;  Chen, Tianshi;  Liu, Shaoli;  Zhou, Jinhong;  Zhou, Shengyuan;  Teman, Olivier;  Feng, Xiaobing;  Zhou, Xuehai;  Chen, Yunji
收藏  |  浏览/下载:73/0  |  提交时间:2019/12/13