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数字内容技术与服务研... [3]
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Li GuoQi [3]
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Rethinking Pretraining as a Bridge From ANNs to SNNs
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 14
Authors:
Lin, Yihan
;
Hu, Yifan
;
Ma, Shijie
;
Yu, Dongjie
;
Li, Guoqi
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Submit date:2023/03/20
Training
Task analysis
Neurons
Pipelines
Artificial neural networks
Feature extraction
Transfer learning
Event-driven dataset
neural network (NN) analysis
pretraining technique
spiking NN (SNN)
transfer learning
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
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View/Download:36/0
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Submit date:2022/11/21
Full 8-bit quantization
Network without batch normalization
Small batch
Online training
Resource-limited devices
Information evolution in complex networks
期刊论文
CHAOS, 2022, 卷号: 32, 期号: 7, 页码: 21
Authors:
Tian, Yang
;
Li, Guoqi
;
Sun, Pei
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View/Download:1/0
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Submit date:2023/03/20
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
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View/Download:49/0
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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
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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)
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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
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Submit date:2017/02/24