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Improving Utilization of Dataflow Unit for Multi-Batch Processing 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 卷号: 21, 期号: 1, 页码: 26
作者:  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Yang, Yu;  Ye, Xiaochun;  Fan, Dongrui;  Sun, Ninghui;  An, Xuejun
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Utilization  network-on-chip  decoupled architecture  batch processing  
Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3253-3265
作者:  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Liu, Tianyu;  Wu, Haibin;  Liu, Yanhuan;  Wu, Meng;  Wu, Xinxin;  Ye, Xiaochun;  Fan, Dongrui;  Sun, Ninghui;  An, Xuejun
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Accelerator  output activation  prediction  sparse convolutional neural network  
Toward Developing High-Performance RISC-V Processors Using Agile Methodology 期刊论文
IEEE MICRO, 2023, 卷号: 43, 期号: 4, 页码: 98-106
作者:  Xu, Yinan;  Yu, Zihao;  Tang, Dan;  Cai, Ye;  Huan, Dandan;  He, Wei;  Sun, Ninghui;  Bao, Yungang
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Program processors  Behavioral sciences  Chip scale packaging  Microarchitecture  Hardware  Analytical models  Layout  
Toward Efficient Computing for Robotics: From a Circuit and System View 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 卷号: 69, 期号: 7, 页码: 3051-3056
作者:  Xu, Haobo;  Yang, Yuxin;  Min, Feng;  Huang, Junpei;  Chen, Xiaoming;  Han, Yinhe;  Sun, Ninghui
收藏  |  浏览/下载：23/0  |  提交时间：2022/12/07
Robots  Kinematics  Planning  Field programmable gate arrays  Image edge detection  Estimation  Circuits and systems  Robotics  accelerator  hardware  kinematics  motion planning  perception  
Fast and accurate variable batch size convolution neural network training on large scale distributed systems 期刊论文
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 页码: 26
作者:  Hu, Zhongzhe;  Xiao, Junmin;  Sun, Ninghui;  Tan, Guangming
收藏  |  浏览/下载：20/0  |  提交时间：2022/12/07
deep learning  distributed computing  ImageNet-1K  large-batch training  synchronous SGD  
A Pattern-Based SpGEMM Library for Multi-Core and Many-Core Architectures 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 1, 页码: 159-175
作者:  Xie, Zhen;  Tan, Guangming;  Liu, Weifeng;  Sun, Ninghui
收藏  |  浏览/下载：41/0  |  提交时间：2021/12/01
Libraries  Sparse matrices  Prediction algorithms  Neural networks  Predictive models  Memory management  Tuners  SpGEMM  spare BLAS  sparse format  auto-tuning  neural network  
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：32/0  |  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  
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  
PIM-WEAVER: A High Energy-efficient, General-purpose Acceleration Architecture for String Operations in Big Data Processing 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2019, 卷号: 21, 页码: 129-142
作者:  Li, Wenming;  Ye, Xiaochun;  Wang, Da;  Zhang, Hao;  Tang, Zhimin;  Fan, Dongrui;  Sun, Ninghui
收藏  |  浏览/下载：132/0  |  提交时间：2019/08/16
PIM  String operations  Acceleration architecture  Big data  HMC  
FSPP: A Tool for Genome-Wide Prediction of smORF-Encoded Peptides and Their Functions 期刊论文
FRONTIERS IN GENETICS, 2018, 卷号: 9, 页码: 8
作者:  Li, Hui;  Xiao, Li;  Zhang, Lili;  Wu, Jiarui;  Wei, Bin;  Sun, Ninghui;  Zhao, Yi
收藏  |  浏览/下载：64/0  |  提交时间：2019/12/10
smORF  SEP  Ribo-seq  MS  function