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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
收藏  |  浏览/下载:41/0  |  提交时间:2024/02/22
Dendritic Nonlinearity  Dendritic Spatial Gating Module  Dendritic Temporal Adjust Module  Spiking Neural Networks  
Brain-inspired neural circuit evolution for spiking neural networks 期刊论文
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2023, 卷号: 120, 期号: 39, 页码: 10
作者:  Shen, Guobin;  Zhao, Dongcheng;  Dong, Yiting;  Zeng, Yi
收藏  |  浏览/下载:22/0  |  提交时间:2024/02/21
brain-inspired  neural circuit evolution  spiking neural networks  
Hierarchical rhythmic propagation of corticothalamic interactions for consciousness: A computational study 期刊论文
COMPUTERS IN BIOLOGY AND MEDICINE, 2024, 卷号: 169, 页码: 10
作者:  Zhang, Qian;  Lu, Han;  Wang, Jihang;  Yang, Taoyi;  Bi, Weida;  Zeng, Yi;  Yu, Buwei
收藏  |  浏览/下载:44/0  |  提交时间:2024/02/21
Corticothalamic model  Spiking neural network  Consciousness  General anesthesia  Anteriorization  
Adaptive structure evolution and biologically plausible synaptic plasticity for recurrent spiking neural networks 期刊论文
SCIENTIFIC REPORTS, 2023, 卷号: 13, 期号: 1, 页码: 13
作者:  Pan, Wenxuan;  Zhao, Feifei;  Zeng, Yi;  Han, Bing
收藏  |  浏览/下载:96/0  |  提交时间:2023/12/21
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
收藏  |  浏览/下载:64/0  |  提交时间:2023/11/17
Spiking neural network  Unsupervised  Plasticity learning rule  Brain inspired connection  
EventMix: An efficient data augmentation strategy for event-based learning 期刊论文
INFORMATION SCIENCES, 2023, 卷号: 644, 页码: 11
作者:  Shen, Guobin;  Zhao, Dongcheng;  Zeng, Yi
收藏  |  浏览/下载:77/0  |  提交时间:2023/11/17
Event based data augmentation  Neuromorphic data  Spiking neural networks  Reasonable label assignment  Gaussian mixture model  
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
收藏  |  浏览/下载:120/0  |  提交时间:2023/03/20
A brain-inspired intention prediction model and its applications to humanoid robot 期刊论文
FRONTIERS IN NEUROSCIENCE, 2022, 卷号: 16, 页码: 11
作者:  Zhao, Yuxuan;  Zeng, Yi
收藏  |  浏览/下载:170/0  |  提交时间:2022/12/27
human-robot interaction  intention prediction  brain-inspired model  spiking neural networks  humanoid robot  
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
收藏  |  浏览/下载:209/0  |  提交时间:2022/11/21
spiking neural network  bistability  neuromorphic computing  image classification  conversion  
Solving the spike feature information vanishing problem in spiking deep Q network with potential based normalization 期刊论文
FRONTIERS IN NEUROSCIENCE, 2022, 卷号: 16, 页码: 11
作者:  Sun, Yinqian;  Zeng, Yi;  Li, Yang
Adobe PDF(1561Kb)  |  收藏  |  浏览/下载:220/31  |  提交时间:2022/11/14
brain-inspired decision model  SDQN  reinforcement learning  potential normalization  spiking activity