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Exploiting bi-directional global transition patterns and personal preferences for missing POI category identification 期刊论文
NEURAL NETWORKS, 2020, 卷号: 132, 页码: 75-83
作者:  Xi, Dongbo;  Zhuang, Fuzhen;  Liu, Yanchi;  Zhu, Hengshu;  Zhao, Pengpeng;  Tan, Chang;  He, Qing
收藏  |  浏览/下载:46/0  |  提交时间:2021/12/01
Global transition patterns  Personal preferences  Missing POI category identification  
A Two-Stage Triplet Network Training Framework for Image Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2020, 卷号: 22, 期号: 12, 页码: 3128-3138
作者:  Min, Weiqing;  Mei, Shuhuan;  Li, Zhuo;  Jiang, Shuqiang
收藏  |  浏览/下载:38/0  |  提交时间:2021/12/01
Image retrieval  Feature extraction  Convolution  Training  Image representation  Task analysis  Measurement  
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)  
A deep neural network compression algorithm based on knowledge transfer for edge devices 期刊论文
COMPUTER COMMUNICATIONS, 2020, 卷号: 163, 页码: 186-194
作者:  Chen, Yanming;  Li, Chao;  Gong, Luqi;  Wen, Xiang;  Zhang, Yiwen;  Shi, Weisong
收藏  |  浏览/下载:337/0  |  提交时间:2020/12/10
Edge device  Deep learning  Neural network compression  Knowledge transfer  
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  
Leveraging maximum entropy and correlation on latent factors for learning representations 期刊论文
NEURAL NETWORKS, 2020, 卷号: 131, 页码: 312-323
作者:  He, Zhicheng;  Liu, Jie;  Dang, Kai;  Zhuang, Fuzhen;  Huang, Yalou
收藏  |  浏览/下载:293/0  |  提交时间:2020/12/10
Non-negative Matrix Factorization  Maximum entropy  Correlated latent factor learning  
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