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 / 160 papers shown

Title
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 36 4 0 01 Jun 2023
Hierarchical Neural Memory Network for Low Latency Event Processing Ryuhei Hamaguchi Yasutaka Furukawa Masaki Onishi Ken Sakurada 51 26 0 29 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 32 9 0 27 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 30 16 0 26 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 26 9 0 10 May 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 36 16 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 45 63 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 36 11 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 21 15 0 19 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 27 62 0 12 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 26 38 0 02 Apr 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 41 5 0 20 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 113 197 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 34 39 0 28 Feb 2023
A Unified Framework for Soft Threshold Pruning Yanqing Chen Zhengyu Ma Wei Fang Xiawu Zheng Zhaofei Yu Yonghong Tian 90 19 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 45 40 0 21 Feb 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 42 19 0 13 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 33 54 0 04 Feb 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 34 23 0 27 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 29 2 0 23 Jan 2023
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 29 4 0 08 Dec 2022
Learning to See Through with Events Lei Yu Xiang Zhang Wei Liao Wentao Yang Guisong Xia 44 14 0 05 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 35 15 0 02 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 24 33 0 26 Nov 2022
Event Transformer+. A multi-purpose solution for efficient event data processing Alberto Sabater Luis Montesano Ana C. Murillo ViT 36 8 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 27 5 0 22 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 37 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 26 84 0 25 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 29 20 0 24 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 54 36 0 11 Oct 2022
Boost Event-Driven Tactile Learning with Location Spiking Neurons Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 23 9 0 09 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 50 61 0 09 Oct 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 24 9 0 24 Sep 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 39 20 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 39 13 0 07 Sep 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 42 70 0 18 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 37 46 0 04 Jul 2022
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars Abhiroop Bhattacharjee Youngeun Kim Abhishek Moitra Priyadarshini Panda 30 15 0 20 Jun 2022
Biologically Inspired Dynamic Thresholds for Spiking Neural Networks Jianchuan Ding B. Dong Felix Heide Yufei Ding Yunduo Zhou Baocai Yin Xin Yang 20 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 27 15 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 45 1 0 04 Jun 2022
Spiking Approximations of the MaxPooling Operation in Deep SNNs Ramashish Gaurav B. Tripp Apurva Narayan 43 8 0 14 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 24 134 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 209 1 0 28 Apr 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes Yang Li Yi Zeng 27 57 0 28 Apr 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 41 13 0 12 Apr 2022
SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks Ruokai Yin Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda 32 53 0 11 Apr 2022
Event Transformer. A sparse-aware solution for efficient event data processing Alberto Sabater Luis Montesano Ana C. Murillo 34 51 0 07 Apr 2022
A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management Amir Saeidi Forouzan Fallah Soroush Barmaki Hamed Farbeh 32 11 0 26 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 36 75 0 11 Mar 2022