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Frequency-Domain Inference Acceleration for Convolutional Neural Networks Using ReRAMs 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3133-3146
作者:  Liu, Bosheng;  Jiang, Zhuoshen;  Wu, Yalan;  Wu, Jigang;  Chen, Xiaoming;  Liu, Peng;  Zhou, Qingguo;  Han, Yinhe
收藏  |  浏览/下载:15/0  |  提交时间:2023/12/04
Frequency-domain accelerator  energy efficiency  resistive random access memory  frequency-domain convolutions  
Portrait: A holistic computation and bandwidth balanced performance evaluation model for heterogeneous systems 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2022, 卷号: 35, 页码: 8
作者:  Wu, Jingya;  Lu, Wenyan;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载:33/0  |  提交时间:2022/12/07
Accelerators  Heterogeneous systems  Bandwidth contention  Hardware hazard  PCIe  
Breaking the Interaction Wall: A DLPU-Centric Deep Learning Computing System 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 1, 页码: 209-222
作者:  Du, Zidong;  Guo, Qi;  Zhao, Yongwei;  Zeng, Xi;  Li, Ling;  Cheng, Limin;  Xu, Zhiwei;  Sun, Ninghui;  Chen, Yunji
收藏  |  浏览/下载:37/0  |  提交时间:2022/06/21
Deep learning  Central Processing Unit  Process control  Task analysis  Computational modeling  Pipelines  Runtime  Neural net accelerators  system architectures  interaction wall  
SOOP: Efficient Distributed Graph Computation Supporting Second-Order Random Walks 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2021, 卷号: 36, 期号: 5, 页码: 985-1001
作者:  Niu, Songjie;  Zhou, Dongyan
收藏  |  浏览/下载:42/0  |  提交时间:2021/12/01
second-order random walk (SOW)  Node2Vec  second-order PageRank  distributed graph computation  SOOP (second-order random walks with on-demand probability computation)  
Querying a Matrix through Matrix-Vector Products 期刊论文
ACM TRANSACTIONS ON ALGORITHMS, 2021, 卷号: 17, 期号: 4, 页码: 19
作者:  Sun, Xiaoming;  Woodruff, David P.;  Yang, Guang;  Zhang, Jialin
收藏  |  浏览/下载:46/0  |  提交时间:2021/12/01
Communication complexity  linear algebra  sketching  
A deep neural network compression algorithm based on knowledge transfer for edge devices 期刊论文
COMPUTER COMMUNICATIONS, 2020, 卷号: 163, 页码: 186-194
作者:  Chen, Yanming;  Li, Chao;  Gong, Luqi;  Wen, Xiang;  Zhang, Yiwen;  Shi, Weisong
收藏  |  浏览/下载:342/0  |  提交时间:2020/12/10
Edge device  Deep learning  Neural network compression  Knowledge transfer  
Data Security and Privacy Challenges of Computing Offloading in FINs 期刊论文
IEEE NETWORK, 2020, 卷号: 34, 期号: 2, 页码: 14-20
作者:  Wang, Fei;  Diao, Boyu;  Sun, Tao;  Xu, Yongjun
收藏  |  浏览/下载:89/0  |  提交时间:2020/12/10
Task analysis  Cloud computing  Data privacy  Edge computing  Smart homes  Data security  
Design and Implementation of Dynamic High-Speed Switches in Super Base Station Architectures 期刊论文
CHINA COMMUNICATIONS, 2020, 卷号: 17, 期号: 3, 页码: 78-89
作者:  Ma, Yingjiao;  Shi, Jinglin;  Zhou, Yiqing;  Tian, Lin;  Qian, Manli
收藏  |  浏览/下载:47/0  |  提交时间:2020/12/10
centralized base station architectures  dynamic high-speed switch  scheduling algorithm  BBU  RRH  super base station  
Breast cancer histopathological image classification using a hybrid deep neural network 期刊论文
METHODS, 2020, 卷号: 173, 页码: 52-60
作者:  Yan, Rui;  Ren, Fei;  Wang, Zihao;  Wang, Lihua;  Zhang, Tong;  Liu, Yudong;  Rao, Xiaosong;  Zheng, Chunhou;  Zhang, Fa
收藏  |  浏览/下载:52/0  |  提交时间:2020/12/10
Breast cancer  Histopathological images  Image classification  Deep neural network  Dataset  
MV-Net: Toward Real-Time Deep Learning on Mobile GPGPU Systems 期刊论文
ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2019, 卷号: 15, 期号: 4, 页码: 25
作者:  Tang, Yibin;  Wang, Ying;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:52/0  |  提交时间:2020/12/10
Edge computing  online scheduling  deep learning  energy efficiency  approximate computing