v1v2v3 (latest)

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
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN Yang‐Zhi Hu Qian Zheng Xudong Jiang Gang Pan MQ 77 52 0 31 May 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 132 53 0 31 May 2023
Hierarchical Neural Memory Network for Low Latency Event Processing Ryuhei Hamaguchi Yasutaka Furukawa Masaki Onishi Ken Sakurada 67 26 0 29 May 2023
Evolving Connectivity for Recurrent Spiking Neural Networks Guan-Bo Wang Yuhao Sun Sijie Cheng Sen Song 46 5 0 28 May 2023
ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Cameras Sizhen Bian Lukas Schulthess Georg Rutishauser Alfio Di Mauro Luca Benini Michele Magno 74 9 0 27 May 2023
Input-Aware Dynamic Timestep Spiking Neural Networks for Efficient In-Memory Computing Yuhang Li Abhishek Moitra Tamar Geller Priyadarshini Panda 65 21 0 27 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 64 12 0 26 May 2023
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural Networks Xinyi Chen Qu Yang Jibin Wu Haizhou Li Kay Chen Tan 56 22 0 26 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 143 22 0 25 May 2023
Toward stochastic neural computing Yang Qi Zhichao Zhu Yiming Wei Lu Cao Zhigang Wang Jie Zhang Wenlian Lu Jianfeng Feng 43 4 0 23 May 2023
Temporal Contrastive Learning for Spiking Neural Networks Haonan Qiu Zeyin Song Yanqing Chen Munan Ning Wei Fang Tao Sun Zhengyu Ma Liuliang Yuan Yonghong Tian 41 1 0 23 May 2023
Probabilistic Modeling: Proving the Lottery Ticket Hypothesis in Spiking Neural Network Man Yao Yu-Liang Chou Guangshe Zhao Xiawu Zheng Yonghong Tian Boxing Xu Guoqi Li 68 4 0 20 May 2023
Dive into the Power of Neuronal Heterogeneity Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Yi Zeng 59 3 0 19 May 2023
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Zhengyu Ma Huihui Zhou Xiaopeng Fan Yonghong Tian 70 10 0 10 May 2023
Joint A-SNN: Joint Training of Artificial and Spiking Neural Networks via Self-Distillation and Weight Factorization Yu-Zhu Guo Weihang Peng Y. Chen Liwen Zhang Xiaode Liu Xuhui Huang Zhe Ma 168 39 0 03 May 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 28 0 0 26 Apr 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 109 16 0 25 Apr 2023
Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies Wei Fang Zhaofei Yu Zhaokun Zhou Ding Chen Yanqing Chen Zhengyu Ma T. Masquelier Yonghong Tian 90 46 0 25 Apr 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 96 67 0 24 Apr 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 88 12 0 24 Apr 2023
Biologically inspired structure learning with reverse knowledge distillation for spiking neural networks Qi Xu Yaxin Li Xuanye Fang Jiangrong Shen Jian K. Liu Huajin Tang Gang Pan 64 16 0 19 Apr 2023
EEGSN: Towards Efficient Low-latency Decoding of EEG with Graph Spiking Neural Networks Xi Chen Siwei Mai Konstantinos Michmizos GNN 47 0 0 15 Apr 2023
Speck: A Smart event-based Vision Sensor with a low latency 327K Neuron Convolutional Neuronal Network Processing Pipeline Ole Richter Y. Xing M. D. Marchi Carsten Nielsen M. Katsimpris ... SynSense Bio-Inspired Circuits Sadique Sheik T. Demirci Groningen Cognitive Systems 82 60 0 13 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and Future Yiting Dong Dongcheng Zhao Yi Zeng 79 10 0 13 Apr 2023
Constructing Deep Spiking Neural Networks from Artificial Neural Networks with Knowledge Distillation Qi Xu Yaxin Li Jiangrong Shen Jian K. Liu Huajin Tang Gang Pan 70 69 0 12 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 98 41 0 02 Apr 2023
Open the box of digital neuromorphic processor: Towards effective algorithm-hardware co-design Guangzhi Tang A. Safa K. Shidqi Paul Detterer Stefano Traferro Mario Konijnenburg Manolis Sifalakis Gert-Jan van Schaik Amirreza Yousefzadeh 62 14 0 27 Mar 2023
MSAT: Biologically Inspired Multi-Stage Adaptive Threshold for Conversion of Spiking Neural Networks Xiang He Yang Li Dongcheng Zhao Qingqun Kong Yi Zeng 83 6 0 23 Mar 2023
An Efficient Knowledge Transfer Strategy for Spiking Neural Networks from Static to Event Domain Xiang He Dongcheng Zhao Yang Li Guobin Shen Qingqun Kong Yi Zeng 81 5 0 23 Mar 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 91 6 0 20 Mar 2023
Joint ANN-SNN Co-training for Object Localization and Image Segmentation M. Baltes Nidal Abujahar Ye Yue Charles D. Smith Jundong Liu 31 3 0 10 Mar 2023
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks Tong Bu Wei Fang Jianhao Ding Penglin Dai Zhaofei Yu Tiejun Huang 153 207 0 08 Mar 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 101 44 0 28 Feb 2023
SpikeGPT: Generative Pre-trained Language Model with Spiking Neural Networks Rui-Jie Zhu Qihang Zhao Guoqi Li Jason K. Eshraghian BDL VLM 104 88 0 27 Feb 2023
A Unified Framework for Soft Threshold Pruning Yanqing Chen Zhengyu Ma Wei Fang Xiawu Zheng Zhaofei Yu Yonghong Tian 123 21 0 25 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 99 41 0 21 Feb 2023
KLIF: An optimized spiking neuron unit for tuning surrogate gradient slope and membrane potential Chunming Jiang Yilei Zhang 62 17 0 18 Feb 2023
A Novel Noise Injection-based Training Scheme for Better Model Robustness Zeliang Zhang Jinyang Jiang Minjie Chen Zhiyuan Wang Yijie Peng Zhaofei Yu 63 3 0 17 Feb 2023
Hybrid Spiking Neural Network Fine-tuning for Hippocampus Segmentation Ye Yue M. Baltes Nidal Abujahar Tao Sun Charles D. Smith Trevor Bihl Jundong Liu 46 7 0 14 Feb 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 83 21 0 13 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 119 62 0 04 Feb 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 102 12 0 01 Feb 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking Patterns Guobin Shen Dongcheng Zhao Yi Zeng 89 12 0 29 Jan 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 120 27 0 27 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 73 2 0 23 Jan 2023
Multi-compartment Neuron and Population Encoding Powered Spiking Neural Network for Deep Distributional Reinforcement Learning Yinqian Sun Feifei Zhao Feifei Zhao Zhuoya Zhao 98 3 0 18 Jan 2023
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 45 1 0 15 Dec 2022
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 61 4 0 08 Dec 2022
Learning to See Through with Events Lei Yu Xiang Zhang Wei Liao Wentao Yang Guisong Xia 74 14 0 05 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 84 15 0 02 Dec 2022