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ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载:311/36  |  提交时间:2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
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:225/0  |  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:219/0  |  提交时间:2021/12/28
Multi-object tracking with hard-soft attention network and group-based cost minimization 期刊论文
NEUROCOMPUTING, 2021, 卷号: 447, 页码: 80-91
作者:  Liu, Yating;  Li, Xuesong;  Bai, Tianxiang;  Wang, Kunfeng;  Wang, Fei-Yue
Adobe PDF(2352Kb)  |  收藏  |  浏览/下载:343/85  |  提交时间:2021/08/15
Multi-object tracking  Attention mechanism  Unary and binary costs  Appearance-motion affinity  
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:232/0  |  提交时间:2021/04/21
spiking neural network  neuronal plasticity  synaptic plasticity  reward propagation  sparse connections