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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:30/0  |  提交时间:2024/02/22
Dendritic Nonlinearity  Dendritic Spatial Gating Module  Dendritic Temporal Adjust Module  Spiking Neural Networks  
Learning and Controlling Multiscale Dynamics in Spiking Neural Networks Using Recursive Least Square Modifications 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2024, 页码: 14
作者:  Wei, Qinglai;  Han, Liyuan;  Zhang, Tielin
收藏  |  浏览/下载:9/0  |  提交时间:2024/03/27
Task analysis  Neurons  Trajectory  Behavioral sciences  Dynamic programming  Control theory  Biology  Direct dynamic programming (DDP)  Lorenz system  multiscale dynamics  point-to-point control  recursive least square (RLS)  spiking neural network (SNN)  
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:65/0  |  提交时间:2023/11/17
Event based data augmentation  Neuromorphic data  Spiking neural networks  Reasonable label assignment  Gaussian mixture model  
Spike Attention Coding for Spiking Neural Networks 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 7
作者:  Liu, Jiawen;  Hu, Yifan;  Li, Guoqi;  Pei, Jing;  Deng, Lei
收藏  |  浏览/下载:73/0  |  提交时间:2023/11/16
Rate coding  spike attention coding (SAC)  spiking neural networks (SNNs)  temporal coding  
Sparser spiking activity can be better: Feature Refine-and-Mask spiking neural network for event-based visual recognition 期刊论文
NEURAL NETWORKS, 2023, 卷号: 166, 页码: 410-423
作者:  Yao, Man;  Zhang, Hengyu;  Zhao, Guangshe;  Zhang, Xiyu;  Wang, Dingheng;  Cao, Gang;  Li, Guoqi
收藏  |  浏览/下载:80/0  |  提交时间:2023/11/16
Spiking neural network  Event-based vision  Neuromorphic computing  Attention mechanism  Brain-inspired computing  
Attention Spiking Neural Networks 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 8, 页码: 9393-9410
作者:  Yao, Man;  Zhao, Guangshe;  Zhang, Hengyu;  Hu, Yifan;  Deng, Lei;  Tian, Yonghong;  Xu, Bo;  Li, Guoqi
收藏  |  浏览/下载:48/0  |  提交时间:2023/11/17
Attention mechanism  efficient neuromorphic inference  neuromorphic computing  spiking neural network  
A brain-inspired algorithm that mitigates catastrophic forgetting of artificial and spiking neural networks with low computational cost 期刊论文
SCIENCE ADVANCES, 2023, 卷号: 9, 期号: 34, 页码: 12
作者:  Zhang, Tielin;  Cheng, Xiang;  Jia, Shuncheng;  Li, Chengyu T.;  Poo, Mu-ming;  Xu, Bo
收藏  |  浏览/下载:59/0  |  提交时间:2023/11/17
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:57/0  |  提交时间:2023/11/17
Spiking neural network  Unsupervised  Plasticity learning rule  Brain inspired connection  
Self-Lateral Propagation Elevates Synaptic Modifications in Spiking Neural Networks for the Efficient Spatial and Temporal Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 13
作者:  Zhang, Tielin;  Wang, Qingyu;  Xu, Bo
收藏  |  浏览/下载:87/0  |  提交时间:2023/11/17
Self-lateral propagation (SLP)  spatial classifica-tion  spiking neural network (SNN)  synaptic plasticity  temporal classification  
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:110/0  |  提交时间:2023/03/20