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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:46/5  |  提交时间:2024/02/21
brain-inspired  neural circuit evolution  spiking neural networks  
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:103/1  |  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
Adobe PDF(4359Kb)  |  收藏  |  浏览/下载:145/7  |  提交时间:2023/03/20
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:198/5  |  提交时间:2022/11/14
Spiking Neural Network  Capsual Neural Netowrk  Biologically Plausible Routing  Noise Robustness  Affine Transformation Robustness  
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:221/0  |  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)  
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:237/40  |  提交时间:2021/11/03
Neuronal-Plasticity and Reward-Propagation Improved Recurrent Spiking Neural Networks 期刊论文
FRONTIERS IN NEUROSCIENCE, 2021, 卷号: 15, 页码: 11
作者:  Jia, Shuncheng;  Zhang, Tielin;  Cheng, Xiang;  Liu, Hongxing;  Xu, Bo
收藏  |  浏览/下载:227/0  |  提交时间:2021/04/21
spiking neural network  neuronal plasticity  synaptic plasticity  reward propagation  sparse connections  
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:285/61  |  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:310/60  |  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:315/48  |  提交时间:2021/01/06
SNN  plasticity  brain  local STDP  global feedback alignment