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Backpropagation with biologically plausible spatiotemporal adjustment for training deep spiking neural networks 期刊论文
Patterns, 2022, 页码: 100522
作者:  Shen, Guobin;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(1369Kb)  |  收藏  |  浏览/下载:49/23  |  提交时间:2024/06/06
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks 会议论文
, YOKOHAMA, 30 June - 5 July 2024
作者:  Yang Li;  Yinqian Sun;  Xiang He;  Yiting Dong;  Dongcheng Zhao;  Yi Zeng
Adobe PDF(959Kb)  |  收藏  |  浏览/下载:84/31  |  提交时间:2024/05/31
Exploiting nonlinear dendritic adaptive computation in training deep Spiking Neural Networks 期刊论文
Neural Networks, 2024, 卷号: 170, 页码: 190-201
作者:  Shen, Guobin;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(2752Kb)  |  收藏  |  浏览/下载:110/22  |  提交时间:2024/02/22
Dendritic Nonlinearity  Dendritic Spatial Gating Module  Dendritic Temporal Adjust Module  Spiking Neural Networks  
An unsupervised STDP-based spiking neural network inspired by biologically plausible learning rules and connections 期刊论文
Neural Networks, 2023, 卷号: 165, 页码: 799-808
作者:  Dong, Yiting;  Zhao, Dongcheng;  Li, Yang;  Zeng, Yi
Adobe PDF(2202Kb)  |  收藏  |  浏览/下载:129/17  |  提交时间:2023/11/17
Spiking neural network  Unsupervised  Plasticity learning rule  Brain inspired connection  
N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning 期刊论文
Scientific Data, 2022, 卷号: 9, 期号: 1, 页码: 9
作者:  Li, Yang;  Dong, Yiting;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(4359Kb)  |  收藏  |  浏览/下载:190/21  |  提交时间:2023/03/20
BSNN: Towards faster and better conversion of artificial neural networks to spiking neural networks with bistable neurons 期刊论文
Frontiers in Neuroscience, 2022, 卷号: 16, 页码: 13
作者:  Li, Yang;  Zhao, Dongcheng;  Zeng, Yi
Adobe PDF(3930Kb)  |  收藏  |  浏览/下载:283/11  |  提交时间:2022/11/21
spiking neural network  bistability  neuromorphic computing  image classification  conversion  
GLSNN: A Multi-Layer Spiking Neural Network Based on Global Feedback Alignment and Local STDP Plasticity 期刊论文
Frontiers in Computational Neuroscience, 2020, 卷号: 14, 页码: 12
作者:  Zhao, Dongcheng;  Zeng, Yi;  Zhang, Tielin;  Shi, Mengting;  Zhao, Feifei
Adobe PDF(3174Kb)  |  收藏  |  浏览/下载:352/54  |  提交时间:2021/01/06
SNN  plasticity  brain  local STDP  global feedback alignment