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Towards efficient full 8-bit integer DNN online training on resource-limited devices without batch normalization 期刊论文
NEUROCOMPUTING, 2022, 卷号: 511, 页码: 175-186
Authors:  Yang, Yukuan;  Chi, Xiaowei;  Deng, Lei;  Yan, Tianyi;  Gao, Feng;  Li, Guoqi
Favorite  |  View/Download:22/0  |  Submit date:2022/11/21
Full 8-bit quantization  Network without batch normalization  Small batch  Online training  Resource-limited devices  
Modeling learnable electrical synapse for high precision spatio-temporal recognition 期刊论文
NEURAL NETWORKS, 2022, 卷号: 149, 页码: 184-194
Authors:  Wu, Zhenzhi;  Zhang, Zhihong;  Gao, Huanhuan;  Qin, Jun;  Zhao, Rongzhen;  Zhao, Guangshe;  Li, Guoqi
Favorite  |  View/Download:38/0  |  Submit date:2022/07/25
Electrical synapse  coupling  Leaky-integrate-and-fire model  Spatio-temporal information  Bio-plausible neuronal dynamics  
Spatiotemporal Input Control: Leveraging Temporal Variation in Network Dynamics 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 4, 页码: 635-651
Authors:  Yihan Lin, Jiawei Sun, Guoqi Li, Gaoxi Xiao, Changyun Wen, Lei Deng, H. Eugene Stanley
Adobe PDF(11820Kb)  |  Favorite  |  View/Download:41/3  |  Submit date:2022/03/09
Complex network,complex system control theory,complex system optimization,temporal network,time-varying system  
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 205-234
Authors:  Xin Liu;  Mingyu Yan;  Lei Deng;  Guoqi Li;  Xiaochun Ye;  Dongrui Fan
Adobe PDF(2300Kb)  |  Favorite  |  View/Download:78/6  |  Submit date:2021/11/03
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
Horror Text Recognition Based on Generalized Expectation Criteria 会议论文
, 2013
Authors:  Guoqi Liu;  Bing Li;  Weiming Hu;  Jinfeng Yang
Favorite  |  View/Download:110/0  |  Submit date:2017/02/24