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Brain-inspired neural circuit evolution for spiking neural networks 期刊论文
Proceedings of the National Academy of Sciences (PNAS), 2023, 卷号: 120, 期号: 39, 页码: 10
作者:  Shen, Guobin;  Zhao, Dongcheng;  Dong, Yiting;  Zeng, Yi
Adobe PDF(8398Kb)  |  收藏  |  浏览/下载:37/2  |  提交时间:2024/02/21
brain-inspired  neural circuit evolution  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:80/3  |  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
Adobe PDF(2595Kb)  |  收藏  |  浏览/下载:96/1  |  提交时间:2023/11/17
Event based data augmentation  Neuromorphic data  Spiking neural networks  Reasonable label assignment  Gaussian mixture model  
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:237/3  |  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:229/33  |  提交时间:2022/11/14
brain-inspired decision model  SDQN  reinforcement learning  potential normalization  spiking activity  
Spiking CapsNet: A spiking neural network with a biologically plausible routing rule between capsules 期刊论文
Information Sciences, 2022, 卷号: 610, 页码: 1-13
作者:  Zhao, Dongcheng;  Li, Yang;  Zeng, Yi;  Wang, Jihang;  Zhang, Qian
Adobe PDF(3233Kb)  |  收藏  |  浏览/下载:188/3  |  提交时间:2022/11/14
Spiking Neural Network  Capsual Neural Netowrk  Biologically Plausible Routing  Noise Robustness  Affine Transformation Robustness  
Quantum superposition inspired spiking neural network 期刊论文
ISCIENCE, 2021, 卷号: 24, 期号: 8, 页码: 16
作者:  Sun, Yinqian;  Zeng, Yi;  Zhang, Tielin
Adobe PDF(2756Kb)  |  收藏  |  浏览/下载:231/38  |  提交时间:2021/11/03
Stylistic Composition of Melodies Based on a Brain-Inspired Spiking Neural Network 期刊论文
FRONTIERS IN SYSTEMS NEUROSCIENCE, 2021, 卷号: 15, 期号: 0, 页码: 21
作者:  Liang, Qian;  Zeng, Yi
Adobe PDF(4876Kb)  |  收藏  |  浏览/下载:279/61  |  提交时间:2021/04/21
spiking neural network  spike-timing dependent plasticity  sequential memory  musical learning  melody composition  
Brain Inspired Sequences Production by Spiking Neural Networks With Reward-Modulated STDP 期刊论文
FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2021, 卷号: 15, 页码: 13
作者:  Fang, Hongjian;  Zeng, Yi;  Zhao, Feifei
Adobe PDF(2485Kb)  |  收藏  |  浏览/下载:305/60  |  提交时间:2021/04/06
brain-inspired intelligence  spiking neural network  reward-medulated STDP  population coding  reinforcement learning  
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:307/46  |  提交时间:2021/01/06
SNN  plasticity  brain  local STDP  global feedback alignment