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Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks

8 June 2017

Lei Deng

Jun Zhu

Papers citing "Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks"

50 / 415 papers shown

Title
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 84 35 0 26 Nov 2022
Developmental Plasticity-inspired Adaptive Pruning for Deep Spiking and Artificial Neural Networks Bing Han Feifei Zhao Yi Zeng Guobin Shen 93 6 0 23 Nov 2022
Event Transformer+. A multi-purpose solution for efficient event data processing Alberto Sabater Luis Montesano Ana C. Murillo ViT 62 8 0 22 Nov 2022
Adaptive Sparse Structure Development with Pruning and Regeneration for Spiking Neural Networks Bing Han Feifei Zhao Yi Zeng Wenxuan Pan 75 13 0 22 Nov 2022
MSS-DepthNet: Depth Prediction with Multi-Step Spiking Neural Network Xiaoshan Wu Weihua He Man Yao Ziyang Zhang Yaoyuan Wang Guoqiu Li 62 5 0 22 Nov 2022
A Low Latency Adaptive Coding Spiking Framework for Deep Reinforcement Learning Lang Qin Rui Yan Huajin Tang OffRL 55 6 0 21 Nov 2022
A noise based novel strategy for faster SNN training Chunming Jiang Yilei Zhang 27 3 0 10 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 61 2 0 04 Nov 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 95 91 0 25 Oct 2022
Spiking Variational Graph Auto-Encoders for Efficient Graph Representation Learning Hanxuan Yang Ruike Zhang Qingchao Kong Wenji Mao GNN 52 3 0 24 Oct 2022
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks Abhishek Moitra Abhiroop Bhattacharjee Runcong Kuang Gokul Krishnan Yu Cao Priyadarshini Panda 55 21 0 24 Oct 2022
Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks Lang Feng Qianhui Liu Huajin Tang De Ma Gang Pan 67 44 0 12 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 94 39 0 11 Oct 2022
Training Spiking Neural Networks with Local Tandem Learning Qu Yang Jibin Wu Malu Zhang Yansong Chua Xinchao Wang Haizhou Li 106 40 0 10 Oct 2022
Boost Event-Driven Tactile Learning with Location Spiking Neurons Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 42 11 0 09 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 92 67 0 09 Oct 2022
An Energy-Efficient Spiking Neural Network for Finger Velocity Decoding for Implantable Brain-Machine Interface Jiawei Liao Lars Widmer Xiaying Wang Alfio Di Mauro Samuel R. Nason-Tomaszewski C. Chestek Luca Benini Taekwang Jang 112 12 0 07 Oct 2022
Neuro-Planner: A 3D Visual Navigation Method for MAV with Depth Camera based on Neuromorphic Reinforcement Learning Junjie Jiang Delei Kong Kuanxu Hou Xinjie Huang Zhuang Hao Zheng Fang 63 9 0 05 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 227 262 0 29 Sep 2022
Attention Spiking Neural Networks Man Yao Guangshe Zhao Hengyu Zhang Yifan Hu Lei Deng Yonghong Tian Bo Xu Guoqi Li 96 174 0 28 Sep 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking Di Zhang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 63 10 0 24 Sep 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 85 21 0 22 Sep 2022
A Spatial-channel-temporal-fused Attention for Spiking Neural Networks Wuque Cai Hongze Sun Rui Liu Yan Cui Jun Wang Yang Xia D. Yao Daqing Guo 83 13 0 22 Sep 2022
Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples Nuo Xu Kaleel Mahmood Haowen Fang Ethan Rathbun Caiwen Ding Wujie Wen AAML 95 13 0 07 Sep 2022
LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor Alberto Viale Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 60 13 0 03 Aug 2022
SPAIC: A Spike-based Artificial Intelligence Computing Framework Chaofei Hong Mengwen Yuan Mengxiao Zhang Xiao Wang Chengjun Zhang Jiaxin Wang Gang Pan Zhaohui Wu Huajin Tang 24 0 0 26 Jul 2022
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain Simulation Yi Zeng Dongcheng Zhao Feifei Zhao Guobin Shen Yiting Dong ... Xin Liu Chen-Yu Du Qingqun Kong Zizhe Ruan Weida Bi 110 75 0 18 Jul 2022
An Unsupervised STDP-based Spiking Neural Network Inspired By Biologically Plausible Learning Rules and Connections Yiting Dong Dongcheng Zhao Yang Li Yi Zeng SSL 66 39 0 06 Jul 2022
Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation Yang Li Xiang He Yiting Dong Qingqun Kong Yi Zeng 78 28 0 06 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 129 48 0 04 Jul 2022
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks Rui-Jie Zhu Tian-Jing Zhang Qihang Zhao Haoyu Deng Yule Duan Liang-Jian Deng AI4TS 112 59 0 21 Jun 2022
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars Abhiroop Bhattacharjee Youngeun Kim Abhishek Moitra Priyadarshini Panda 62 16 0 20 Jun 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 69 15 0 19 Jun 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 58 32 0 13 Jun 2022
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks Hongze Sun Wuque Cai Baoxin Yang Yan Cui Yang Xia D. Yao Daqing Guo 64 14 0 10 Jun 2022
Biologically Inspired Dynamic Thresholds for Spiking Neural Networks Jianchuan Ding B. Dong Felix Heide Yufei Ding Yunduo Zhou Baocai Yin Xin Yang 53 24 0 09 Jun 2022
Solving the Spike Feature Information Vanishing Problem in Spiking Deep Q Network with Potential Based Normalization Yinqian Sun Yi Zeng Yang Li 66 16 0 08 Jun 2022
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Zihao Zhao Yanhong Wang Qiaosha Zou Tie Xu Fangbo Tao Jiansong Zhang Xiaoan Wang Chuanjin Richard Shi Junwen Luo Yuan Xie 80 1 0 04 Jun 2022
2D versus 3D Convolutional Spiking Neural Networks Trained with Unsupervised STDP for Human Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 3DH 51 5 0 26 May 2022
EventMix: An Efficient Augmentation Strategy for Event-Based Data Guobin Shen Dongcheng Zhao Yijing Zeng AI4TS 96 12 0 24 May 2022
DPSNN: A Differentially Private Spiking Neural Network with Temporal Enhanced Pooling Jihang Wang Dongcheng Zhao Guobin Shen Qian Zhang Yingda Zeng 82 2 0 24 May 2022
A Computational Framework of Cortical Microcircuits Approximates Sign-concordant Random Backpropagation Yukun Yang Peng Li 75 1 0 15 May 2022
Spiking Approximations of the MaxPooling Operation in Deep SNNs Ramashish Gaurav B. Tripp Apurva Narayan 88 8 0 14 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 90 24 0 06 May 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 82 141 0 01 May 2022
Attention Mechanism with Energy-Friendly Operations Boyi Deng Baosong Yang Dayiheng Liu Rong Xiao Derek F. Wong Haibo Zhang Boxing Chen Lidia S. Chao MU 375 2 0 28 Apr 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes Yang Li Yi Zeng 80 58 0 28 Apr 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 95 3 0 21 Apr 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 72 16 0 12 Apr 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 110 55 0 11 Apr 2022