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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
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 74 2 0 04 Jun 2024
Iteration over event space in time-to-first-spike spiking neural networks for Twitter bot classification Mateusz Pabian D. Rzepka Miroslaw Pawlak 71 2 0 03 Jun 2024
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning Yaxin Li Qi Xu Jiangrong Shen Hongming Xu Long Chen Gang Pan 103 5 0 03 Jun 2024
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 96 5 0 01 Jun 2024
Robust Stable Spiking Neural Networks Jianhao Ding Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang AAML 97 7 0 31 May 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 92 5 0 30 May 2024
Reliable Object Tracking by Multimodal Hybrid Feature Extraction and Transformer-Based Fusion Hongze Sun Rui Liu Wuque Cai Jun Wang Yue Wang Huajin Tang Yan Cui Dezhong Yao Daqing Guo 119 9 0 28 May 2024
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost Jiakui Hu Man Yao Xuerui Qiu Yuhong Chou Yuxuan Cai Ning Qiao Yonghong Tian Boxing Xu Guoqi Li AI4CE 63 13 0 26 May 2024
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators Changze Lv Dongqi Han Yansen Wang Xiaoqing Zheng Xuanjing Huang Dongsheng Li 47 1 0 23 May 2024
Advancing Spiking Neural Networks towards Multiscale Spatiotemporal Interaction Learning Yimeng Shan Malu Zhang Rui-jie Zhu Xuerui Qiu Jason K. Eshraghian Haicheng Qu 87 7 0 22 May 2024
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies Lingdong Kong You-Chen Liu Lai Xing Ng Benoit R. Cottereau Wei Tsang Ooi VLM 82 17 0 08 May 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 105 13 0 06 May 2024
Stochastic Spiking Neural Networks with First-to-Spike Coding Yi Jiang Sen Lu Abhronil Sengupta 88 0 0 26 Apr 2024
Converting High-Performance and Low-Latency SNNs through Explicit Modelling of Residual Error in ANNs Zhipeng Huang Jianhao Ding Zhiyu Pan Haoran Li Ying Fang Zhaofei Yu Jian K. Liu 65 0 0 26 Apr 2024
GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL Lang Qin Ziming Wang Runhao Jiang Rui Yan Huajin Tang 63 1 0 24 Apr 2024
Towards free-response paradigm: a theory on decision-making in spiking neural networks Zhichao Zhu Yang Qi Wenlian Lu Zhigang Wang Lu Cao Jianfeng Feng 65 1 0 16 Apr 2024
Hardware-aware training of models with synaptic delays for digital event-driven neuromorphic processors A. Patiño-Saucedo Roy Meijer Amirreza Yousefzadeh M. Gomony Federico Corradi Paul Detterer Laura Garrido-Regife B. Linares-Barranco Manolis Sifalakis 35 2 0 16 Apr 2024
MK-SGN: A Spiking Graph Convolutional Network with Multimodal Fusion and Knowledge Distillation for Skeleton-based Action Recognition Naichuan Zheng Hailun Xia Zeyu Liang 83 1 0 16 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 84 3 0 15 Apr 2024
SNN4Agents: A Framework for Developing Energy-Efficient Embodied Spiking Neural Networks for Autonomous Agents Rachmad Vidya Wicaksana Putra Alberto Marchisio Mohamed Bennai 66 7 0 14 Apr 2024
A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data Iqra Bano Rachmad Vidya Wicaksana Putra Alberto Marchisio Mohamed Bennai 71 3 0 04 Apr 2024
A survey on learning models of spiking neural membrane systems and spiking neural networks Prithwineel Paul Petr Sosík Lucie Ciencialová 65 2 0 27 Mar 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 101 4 0 27 Mar 2024
Fourier or Wavelet bases as counterpart self-attention in spikformer for efficient visual classification Qingyu Wang Duzhen Zhang Tilelin Zhang Bo Xu 82 1 0 27 Mar 2024
QKFormer: Hierarchical Spiking Transformer using Q-K Attention Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Liwei Huang Xiaopeng Fan Liuliang Yuan Zhengyu Ma Huihui Zhou Yonghong Tian 107 18 0 25 Mar 2024
EAS-SNN: End-to-End Adaptive Sampling and Representation for Event-based Detection with Recurrent Spiking Neural Networks Ziming Wang Ziling Wang Huaning Li Lang Qin Runhao Jiang De Ma Huajin Tang 80 11 0 19 Mar 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 65 3 0 29 Feb 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 81 0 0 25 Feb 2024
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 105 8 0 19 Feb 2024
Spike-driven Transformer V2: Meta Spiking Neural Network Architecture Inspiring the Design of Next-generation Neuromorphic Chips Man Yao Jiakui Hu Tianxiang Hu Yifan Xu Zhaokun Zhou Yonghong Tian Boxing Xu Guoqi Li 90 64 0 15 Feb 2024
Forward Direct Feedback Alignment for Online Gradient Estimates of Spiking Neural Networks Florian Bacho Dminique Chu 44 0 0 06 Feb 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang He Yiting Dong Dongcheng Zhao Yi Zeng 65 4 0 01 Feb 2024
LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model Zecheng Hao Xinyu Shi Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang 98 5 0 01 Feb 2024
EventF2S: Asynchronous and Sparse Spiking AER Framework using Neuromorphic-Friendly Algorithm Lakshmi Annamalai Chetan Singh Thakur 36 0 0 28 Jan 2024
LMUFormer: Low Complexity Yet Powerful Spiking Model With Legendre Memory Units Zeyu Liu Gourav Datta Anni Li Peter A. Beerel 65 10 0 20 Jan 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 74 3 0 15 Jan 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 72 5 0 09 Jan 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 90 0 0 05 Jan 2024
Spikformer V2: Join the High Accuracy Club on ImageNet with an SNN Ticket Zhaokun Zhou Kaiwei Che Wei Fang Keyu Tian Yuesheng Zhu Shuicheng Yan Yonghong Tian Liuliang Yuan ViT 112 33 0 04 Jan 2024
Shrinking Your TimeStep: Towards Low-Latency Neuromorphic Object Recognition with Spiking Neural Network Lin Zuo Yongqi Ding Mengmeng Jing Pei He Yongjun Xiao 108 19 0 02 Jan 2024
Event-based Shape from Polarization with Spiking Neural Networks Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 53 1 0 26 Dec 2023
Deep Pulse-Coupled Neural Networks Zexiang Yi Jing Lian Yunliang Qi Zhaofei Yu Huajin Tang Yide Ma Jizhao Liu 71 2 0 24 Dec 2023
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 87 14 0 14 Dec 2023
Memory-Efficient Reversible Spiking Neural Networks Hong Zhang Yu Zhang 69 9 0 13 Dec 2023
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura Peter A. Beerel 125 1 0 12 Dec 2023
Ternary Spike: Learning Ternary Spikes for Spiking Neural Networks Yu-Zhu Guo Y. Chen Xiaode Liu Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma 75 32 0 11 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 58 0 0 08 Dec 2023
Fully Spiking Denoising Diffusion Implicit Models Ryo Watanabe Yusuke Mukuta Tatsuya Harada DiffM 61 3 0 04 Dec 2023
DISTA: Denoising Spiking Transformer with intrinsic plasticity and spatiotemporal attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li 74 2 0 15 Nov 2023
Adversarially Robust Spiking Neural Networks Through Conversion Ozan Özdenizci Robert Legenstein AAML 77 10 0 15 Nov 2023