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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
作者:  Lin, Yihan;  Hu, Yifan;  Ma, Shijie;  Yu, Dongjie;  Li, Guoqi
收藏  |  浏览/下载：324/0  |  提交时间：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  
Information evolution in complex networks 期刊论文
CHAOS, 2022, 卷号: 32, 期号: 7, 页码: 21
作者:  Tian, Yang;  Li, Guoqi;  Sun, Pei
收藏  |  浏览/下载：197/0  |  提交时间：2023/03/20
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
作者:  Yang, Yukuan;  Chi, Xiaowei;  Deng, Lei;  Yan, Tianyi;  Gao, Feng;  Li, Guoqi
收藏  |  浏览/下载：233/0  |  提交时间：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
作者:  Wu, Zhenzhi;  Zhang, Zhihong;  Gao, Huanhuan;  Qin, Jun;  Zhao, Rongzhen;  Zhao, Guangshe;  Li, Guoqi
收藏  |  浏览/下载：193/0  |  提交时间：2022/07/25
Electrical synapse  coupling  Leaky-integrate-and-fire model  Spatio-temporal information  Bio-plausible neuronal dynamics