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Mathematical Framework for Optimizing Crossbar Allocation for ReRAM-based CNN Accelerators 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2024, 卷号: 29, 期号: 1, 页码: 24
作者:  Li, Wanqian;  Han, Yinhe;  Chen, Xiaoming
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
ReRAM crossbars  CNN accelerator  mathematical framework  crossbar allocation  
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：8/0  |  提交时间：2023/12/04
Frequency-domain accelerator  energy efficiency  resistive random access memory  frequency-domain convolutions  
MNSIM 2.0: A Behavior-Level Modeling Tool for Processing-In-Memory Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 11, 页码: 4112-4125
作者:  Zhu, Zhenhua;  Sun, Hanbo;  Xie, Tongxin;  Zhu, Yu;  Dai, Guohao;  Xia, Lixue;  Niu, Dimin;  Chen, Xiaoming;  Hu, Xiaobo Sharon;  Cao, Yu;  Xie, Yuan;  Yang, Huazhong;  Wang, Yu
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Computational modeling  Computer architecture  Integrated circuit modeling  Scheduling  Hardware  Memristors  Convolutional neural networks  Hardware modeling tool  processing-in-memory (PIM)  software-hardware co-optimization  
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：24/0  |  提交时间：2022/12/07
Internal interconnection  memory bandwidth  sparse accelerators  sparse convolution neural networks (CNNs)  
FTT-NAS: Discovering Fault-tolerant Convolutional Neural Architecture 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2021, 卷号: 26, 期号: 6, 页码: 24
作者:  Ning, Xuefei;  Ge, Guangjun;  Li, Wenshuo;  Zhu, Zhenhua;  Zheng, Yin;  Chen, Xiaoming;  Gao, Zhen;  Wang, Yu;  Yang, Huazhong
收藏  |  浏览/下载：18/0  |  提交时间：2022/12/07
Neural architecture search  fault tolerance  neural networks  
Long Live TIME: Improving Lifetime and Security for NVM-Based Training-in-Memory Systems 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 12, 页码: 4707-4720
作者:  Cai, Yi;  Lin, Yujun;  Xia, Lixue;  Chen, Xiaoming;  Han, Song;  Wang, Yu;  Yang, Huazhong
收藏  |  浏览/下载：37/0  |  提交时间：2021/12/01
Gradient sparsification  lifetime  neural networks  training-in-memory  wear-leveling  
Swallow: A Versatile Accelerator for Sparse Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 12, 页码: 4881-4893
作者:  Liu, Bosheng;  Chen, Xiaoming;  Han, Yinhe;  Xu, Haobo
收藏  |  浏览/下载：28/0  |  提交时间：2021/12/01
Accelerator  convolutional (Conv) layers  fully connected (FC) layers  sparse neural networks (SNNs)  
Enabling Secure NVM-Based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2020, 卷号: 69, 期号: 11, 页码: 1596-1610
作者:  Cai, Yi;  Chen, Xiaoming;  Tian, Lu;  Wang, Yu;  Yang, Huazhong
收藏  |  浏览/下载：318/0  |  提交时间：2020/12/10
Artificial neural networks  Nonvolatile memory  Encryption  Computational modeling  Hardware  Non-volatile memory (NVM)  compute-in-memory (CIM)  neural network  security  encryption  
Accelerating DNN-based 3D point cloud processing for mobile computing 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2019, 卷号: 62, 期号: 11, 页码: 11
作者:  Liu, Bosheng;  Chen, Xiaoming;  Han, Yinhe;  Li, Jiajun;  Xu, Haobo;  Li, Xiaowei
收藏  |  浏览/下载：225/0  |  提交时间：2019/12/10
deep neural network acceleration  point cloud data  neighbor point search  mobile robotics  hardware architecture  
moDNN: Memory Optimal Deep Neural Network Training on Graphics Processing Units 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2019, 卷号: 30, 期号: 3, 页码: 646-661
作者:  Chen, Xiaoming;  Chen, Danny Ziyi;  Han, Yinhe;  Hu, Xiaobo Sharon
收藏  |  浏览/下载：303/0  |  提交时间：2019/04/03
Deep neural networks  graphics processing units  memory usage