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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  
An efficient dataflow accelerator for scientific applications 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 卷号: 112, 页码: 580-588
作者:  Ye, Xiaochun;  Tan, Xu;  Wu, Meng;  Feng, Yujing;  Wang, Da;  Zhang, Hao;  Pei, Songwen;  Fan, Dongrui
收藏  |  浏览/下载:219/0  |  提交时间:2020/12/10
Dataflow architecture  Scientific computing  Instruction level parallelism  
Reinforcement Learning-Based Mobile Offloading for Edge Computing Against Jamming and Interference 期刊论文
IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 卷号: 68, 期号: 10, 页码: 6114-6126
作者:  Xiao, Liang;  Lu, Xiaozhen;  Xu, Tangwei;  Wan, Xiaoyue;  Ji, Wen;  Zhang, Yanyong
收藏  |  浏览/下载:50/0  |  提交时间:2020/12/10
Task analysis  Mobile handsets  Edge computing  Computational modeling  Interference  Energy consumption  Jamming  Mobile offloading  edge computing  interference  jamming  reinforcement learning  
Architecting Effectual Computation for Machine Learning Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 10, 页码: 2654-2667
作者:  Lu, Hang;  Zhang, Mingzhe;  Han, Yinhe;  Wang, Qi;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:89/0  |  提交时间:2020/12/10
Computational modeling  Throughput  Adders  Machine learning  Acceleration  Kernel  Computational efficiency  Accelerator architectures  neural network hardware  multiplying circuits  
A High-Speed Low-Cost VLSI System Capable of On-Chip Online Learning for Dynamic Vision Sensor Data Classification 期刊论文
SENSORS, 2020, 卷号: 20, 期号: 17, 页码: 18
作者:  He, Wei;  Huang, Jinguo;  Wang, Tengxiao;  Lin, Yingcheng;  He, Junxian;  Zhou, Xichuan;  Li, Ping;  Wang, Ying;  Wu, Nanjian;  Shi, Cong
收藏  |  浏览/下载:56/0  |  提交时间:2020/12/10
address-event representation (AER)  Random Ferns  object classification  neuromorphic hardware  online learning  on-chip learning  
Write Back Energy Optimization for STT-MRAM-based Last-level Cache with Data Pattern Characterization 期刊论文
ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2020, 卷号: 16, 期号: 3, 页码: 18
作者:  Ni, Jiacheng;  Liu, Keren;  Wu, Bi;  Zhao, Weisheng;  Cheng, Yuanqing;  Zhang, Xiaolong;  Wang, Ying
收藏  |  浏览/下载:55/0  |  提交时间:2020/12/10
STT-MRAM  write energy reductions  data patterns  cache hierarchy  
Self-Aware Neural Network Systems: A Survey and New Perspective 期刊论文
PROCEEDINGS OF THE IEEE, 2020, 卷号: 108, 期号: 7, 页码: 1047-1067
作者:  Du, Zidong;  Guo, Qi;  Zhao, Yongwei;  Chen, Yunji;  Xu, Zhiwei;  Zhi, Tian
收藏  |  浏览/下载:49/0  |  提交时间:2020/12/10
Artificial neural networks  Neurons  Self-aware  Monitoring  Sensors  Program processors  Logic gates  Self-aware neural network (NN) processors  
A Novel High Performance and Energy Efficient NUCA Architecture for STT-MRAM LLCs With Thermal Consideration 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 4, 页码: 803-815
作者:  Wu, Bi;  Dai, Pengcheng;  Cheng, Yuanqing;  Wang, Ying;  Yang, Jianlei;  Wang, Zhaohao;  Liu, Dijun;  Zhao, Weisheng
收藏  |  浏览/下载:52/0  |  提交时间:2020/12/10
System-on-chip  Computer architecture  Magnetic tunneling  Transistors  Switches  Thermal sensors  Organizations  Cache  data migration  low power  spin transfer torque magnetic memory (STT-MRAM)  thermal gradient  
Crowd V-IoE: Visual Internet of Everything Architecture in AI-Driven Fog Computing 期刊论文
IEEE WIRELESS COMMUNICATIONS, 2020, 卷号: 27, 期号: 2, 页码: 51-57
作者:  Ji, Wen;  Liang, Bing;  Wang, Yuqin;  Qiu, Rui;  Yang, Zheming
收藏  |  浏览/下载:40/0  |  提交时间:2020/12/10
A Quantitative Exploration of Collaborative Pruning and Approximation Computing Towards Energy Efficient Neural Networks 期刊论文
IEEE DESIGN & TEST, 2020, 卷号: 37, 期号: 1, 页码: 36-45
作者:  He, Xin;  Yan, Guihai;  Lu, Wenyan;  Zhang, Xuan;  Liu, Ke
收藏  |  浏览/下载:41/0  |  提交时间:2020/12/10
Resilience  Energy consumption  Approximate computing  Collaboration  Computational modeling  Artificial neural networks  Optimization  Neural network  Energy efficient computing  Network pruning  Approximate computing