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Rethinking the Importance of Quantization Bias, Toward Full Low-Bit Training 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 卷号: 31, 页码: 7006-7019
作者:  Liu, Chang;  Zhang, Xishan;  Zhang, Rui;  Li, Ling;  Zhou, Shiyi;  Huang, Di;  Li, Zhen;  Du, Zidong;  Liu, Shaoli;  Chen, Tianshi
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Neural network acceleration  low precision training  quantization  
A Decomposable Winograd Method for N-D Convolution Acceleration in Video Analysis 期刊论文
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2021, 页码: 21
作者:  Huang, Di;  Zhang, Rui;  Zhang, Xishan;  Wu, Fan;  Wang, Xianzhuo;  Jin, Pengwei;  Liu, Shaoli;  Li, Ling;  Chen, Yunji
收藏  |  浏览/下载：35/0  |  提交时间：2021/12/01
Convolution neural networks  Model acceleration  Winograd algorithm  Video analysis  
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：50/0  |  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：51/0  |  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：54/0  |  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  
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：257/0  |  提交时间：2019/12/10
Accelerator  architecture  deep neural networks (DNNs)  sparsity  
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：51/0  |  提交时间：2020/12/10
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：67/0  |  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：65/0  |  提交时间：2019/12/12
Machine learning  neuron network  supercomputer  multi-chip  interconnect  CNN  DNN  
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：74/0  |  提交时间：2019/12/13
Network on Chip  Topology  Multi-Ring