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TensorFHE plus : Fully Homomorphic Encryption Acceleration Based on Linear Algebra 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2026, 卷号: 75, 期号: 2, 页码: 612-627
作者:  Sun, Yintai;  Fan, Shengyu;  Yin, Zhenhua;  Song, Xinkai;  Hu, Xing;  Du, Zidong;  Guo, Qi;  Xu, Weizhi;  Hou, Rui;  Meng, Dan;  Bian, Song;  Zhang, Mingzhe
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Polynomials  Kernel  Optimization  Vectors  Transforms  System-on-chip  Symbols  Servers  Pipelines  Linear accelerators  FHE  GPGPU  HPC  linear algebra  modulo  data layout  
Compressing and Accelerating Sparse CNNs Using Sign-Reserved Toeplitz Filters and Input Activation Density-aware Dataflow 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 4, 页码: 23
作者:  Wang, Zhen;  Liu, Tianyu;  Fan, Zhihua;  Li, Wenming;  Qiu, Yuhang;  Zhang, Zhiyuan;  An, Xuejun;  Fan, Dongrui;  Ye, Xiaochun
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Convolutional neural networks  accelerators  sparsity  algorithm-hardware co-design  
Mentor: A Memory-Efficient Sparse-dense Matrix Multiplication Accelerator Based on Column-Wise Product 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 卷号: 21, 期号: 4, 页码: 25
作者:  Lu, Xiaobo;  Fang, Jianbin;  Peng, Lin;  Huang, Chun;  Du, Zidong;  Zhao, Yongwei;  Wang, Zheng
收藏  |  浏览/下载：32/0  |  提交时间：2025/06/25
Hardware  Hardware accelerators  Computer systems organization  Architectures  
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：64/0  |  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：74/0  |  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：93/0  |  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：95/0  |  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：86/0  |  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：103/0  |  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：117/0  |  提交时间：2021/12/01
DNN Accelerators  Template Library  Address Space Management