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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)  
FCDM: A Methodology Based on Sensor Pattern Noise Fingerprinting for Fast Confidence Detection to Adversarial Attacks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 12, 页码: 4791-4804
作者:  Lan, Yazhu;  Nixon, Kent W.;  Guo, Qingli;  Zhang, Guohe;  Xu, Yuanchao;  Li, Hai;  Chen, Yiran
收藏  |  浏览/下载：41/0  |  提交时间：2021/12/01
Perturbation methods  Computational modeling  Data integrity  Detectors  Optimization  Field programmable gate arrays  Hardware  Adversarial attacks  confidence detection  deep neural networks (DNNs)  FPGA-based hardware architecture  sensor pattern noise (SPN)  
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  
A Spatial-Temporal Positioning Algorithm Using Residual Network and LSTM 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2020, 卷号: 69, 期号: 11, 页码: 9251-9261
作者:  Wang, Rongrong;  Luo, Haiyong;  Wang, Qu;  Li, Zhaohui;  Zhao, Fang;  Huang, Jingyu
收藏  |  浏览/下载：142/0  |  提交时间：2020/12/10
Wireless fidelity  Feature extraction  Fingerprint recognition  Residual neural networks  Deep learning  Robustness  Degradation  Convolutional neural network (CNN)  indoor positioning  long short-term memory (LSTM)  residual network  spatial-temporal  
Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 11, 页码: 3614-3626
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Liu, Lei;  Xue, Jingling;  Feng, Xiaobing
收藏  |  浏览/下载：47/0  |  提交时间：2021/12/01
Deep learning system  edge intelligence  model compression and acceleration  neural networks  
Exploring Implicit and Explicit Geometrical Structure of Data for Deep Embedded Clustering 期刊论文
NEURAL PROCESSING LETTERS, 2020, 页码: 16
作者:  Zhu, Xiaofei;  Do, Khoi Duy;  Guo, Jiafeng;  Xu, Jun;  Dietze, Stefan
收藏  |  浏览/下载：50/0  |  提交时间：2020/12/10
Deep neural networks  Stacked autoencoder  Manifold constraint  Clustering  
ParaML: A Polyvalent Multicore Accelerator for Machine Learning 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 9, 页码: 1764-1777
作者:  Zhou, Shengyuan;  Guo, Qi;  Du, Zidong;  Liu, Daofu;  Chen, Tianshi;  Li, Ling;  Liu, Shaoli;  Zhou, Jinhong;  Temam, Olivier;  Feng, Xiaobing;  Zhou, Xuehai;  Chen, Yunji
收藏  |  浏览/下载：50/0  |  提交时间：2020/12/10
Neural networks  Machine learning  Testing  Support vector machines  Linear regression  Computers  Computer architecture  Accelerator  machine learning (ML) techniques  multicore accelerator  
Graph-based neural networks for explainable image privacy inference 期刊论文
PATTERN RECOGNITION, 2020, 卷号: 105, 页码: 12
作者:  Yang, Guang;  Cao, Juan;  Chen, Zhineng;  Guo, Junbo;  Li, Jintao
收藏  |  浏览/下载：51/0  |  提交时间：2020/12/10
Image privacy protection  Graph neural networks  Image classification  
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