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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：80/17  |  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：119/14  |  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：180/19  |  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：267/7  |  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：270/41  |  提交时间：2022/11/14
brain-inspired decision model  SDQN  reinforcement learning  potential normalization  spiking activity  
Tuning Convolutional Spiking Neural Network With Biologically Plausible Reward Propagation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 11
作者:  Zhang, Tielin;  Jia, Shuncheng;  Cheng, Xiang;  Xu, Bo
收藏  |  浏览/下载：234/0  |  提交时间：2022/01/27
Neurons  Biology  Convolution  Biological neural networks  Tuning  Membrane potentials  Kernel  Biologically plausible computing  neuronal dynamics  reward propagation  spiking neural network (SNN)  
Self-backpropagation of synaptic modifications elevates the efficiency of spiking and artificial neural networks 期刊论文
SCIENCE ADVANCES, 2021, 卷号: 7, 期号: 43, 页码: 11
作者:  Zhang, Tielin;  Cheng, Xiang;  Jia, Shuncheng;  Poo, Mu-Ming;  Zeng, Yi;  Xu, Bo
收藏  |  浏览/下载：232/0  |  提交时间：2021/12/28
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：307/67  |  提交时间：2021/04/21
spiking neural network  spike-timing dependent plasticity  sequential memory  musical learning  melody composition  
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：340/52  |  提交时间：2021/01/06
SNN  plasticity  brain  local STDP  global feedback alignment