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Network Pruning for Bit-Serial Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1597-1609
作者:  Zhao, Xiandong;  Wang, Ying;  Liu, Cheng;  Shi, Cong;  Tu, Kaijie;  Zhang, Lei
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
AI accelerators  neural networks (NNs)  NN compression  
面向高能效加速器的二值化神经网络设计和训练方法 期刊论文
计算机辅助设计与图形学学报, 2023, 卷号: 35, 期号: 6, 页码: 961
作者:  李佳骏;  许浩博;  王郁杰;  肖航;  王颖;  韩银和;  李晓维
收藏  |  浏览/下载:10/0  |  提交时间:2024/05/20
binarized neural networks  deep learning  model training  neural network accelerators  二值化神经网络  深度学习  模型训练  神经网络加速器  
An Application-oblivious Memory Scheduling System for DNN Accelerators 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2022, 卷号: 19, 期号: 4, 页码: 26
作者:  Li, Jiansong;  Wang, Xueying;  Chen, Xiaobing;  Li, Guangli;  Dong, Xiao;  Zhao, Peng;  Yu, Xianzhi;  Yang, Yongxin;  Cao, Wei;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载:22/0  |  提交时间:2023/07/12
Deep learning  memory scheduling  runtime system  DNN accelerators  
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:40/0  |  提交时间:2022/12/07
Accelerators  Heterogeneous systems  Bandwidth contention  Hardware hazard  PCIe  
Search-Free Inference Acceleration for Sparse Convolutional Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 7, 页码: 2156-2169
作者:  Liu, Bosheng;  Chen, Xiaoming;  Han, Yinhe;  Wu, Jigang;  Chang, Liang;  Liu, Peng;  Xu, Haobo
收藏  |  浏览/下载:32/0  |  提交时间:2022/12/07
Internal interconnection  memory bandwidth  sparse accelerators  sparse convolution neural networks (CNNs)  
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:41/0  |  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  
Compiler-assisted Operator Template Library for DNN Accelerators 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2021, 页码: 18
作者:  Li, Jiansong;  Cao, Wei;  Dong, Xiao;  Li, Guangli;  Wang, Xueying;  Zhao, Peng;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载:43/0  |  提交时间:2021/12/01
DNN Accelerators  Template Library  Address Space Management  
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