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Customized Federated Learning for accelerated edge computing with heterogeneous task targets 期刊论文
COMPUTER NETWORKS, 2020, 卷号: 183, 页码: 13
作者:  Jiang, Hui;  Liu, Min;  Yang, Bo;  Liu, Qingxiang;  Li, Jizhong;  Guo, Xiaobing
收藏  |  浏览/下载:27/0  |  提交时间:2021/12/01
Edge computing  Federated Learning  Convergence performance  
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  
Distributed machine learning load balancing strategy in cloud computing services 期刊论文
WIRELESS NETWORKS, 2020, 卷号: 26, 期号: 8, 页码: 5517-5533
作者:  Li, Mingwei;  Zhang, Jilin;  Wan, Jian;  Ren, Yongjian;  Zhou, Li;  Wu, Baofu;  Yang, Rui;  Wang, Jue
收藏  |  浏览/下载:286/0  |  提交时间:2020/12/10
Mobile service computing  Cloud service  Distributed machine learning  Load balancing  Adaptive fast reassignment  
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  
PacketUsher: Exploiting DPDK to accelerate compute-intensive packet processing 期刊论文
COMPUTER COMMUNICATIONS, 2020, 卷号: 161, 页码: 324-333
作者:  Ren, Qingqing;  Zhou, Liang;  Xu, Zhijun;  Zhang, Yujun;  Zhang, Lei
收藏  |  浏览/下载:54/0  |  提交时间:2020/12/10
Packet processing  DPDK  Performance improvement  Commodity PC  Traffic generation  
Realtime Simulation of Thin-Shell Deformable Materials Using CNN-Based Mesh Embedding 期刊论文
IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 卷号: 5, 期号: 2, 页码: 2325-2332
作者:  Tan, Qingyang;  Pan, Zherong;  Gao, Lin;  Manocha, Dinesh
收藏  |  浏览/下载:37/0  |  提交时间:2020/12/10
Simulation and animation  dexterous manipulation  
2D-HRA: Two-Dimensional Hierarchical Ring-Based All-Reduce Algorithm in Large-Scale Distributed Machine Learning 期刊论文
IEEE ACCESS, 2020, 卷号: 8, 页码: 183488-183494
作者:  Jiang, Youhe;  Gu, Huaxi;  Lu, Yunfeng;  Yu, Xiaoshan
收藏  |  浏览/下载:29/0  |  提交时间:2021/12/01
Distributed machine learning  large-scale cluster  topology  communication overhead  all-reduce