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
A Brain-inspired Theory of Collective Mind Model for Efficient Social Cooperation Zhuoya Zhao Feifei Zhao Shiwen Wang Yinqian Sun Yi Zeng 62 3 0 06 Nov 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 107 231 0 25 Oct 2023
Tensor Decomposition Based Attention Module for Spiking Neural Networks Haoyu Deng Rui-jie Zhu Xuerui Qiu Yule Duan Malu Zhang Liang-Jian Deng 96 13 0 23 Oct 2023
Distractor-aware Event-based Tracking Yingkai Fu Meng Li Wenxi Liu Yuanchen Wang Jiqing Zhang Baocai Yin Xiaopeng Wei Xin Yang 94 9 0 22 Oct 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 114 1 0 15 Oct 2023
Energy-Efficient Visual Search by Eye Movement and Low-Latency Spiking Neural Network Yunhui Zhou Dongqi Han Yuguo Yu 3DH 61 0 0 10 Oct 2023
SpikeCLIP: A Contrastive Language-Image Pretrained Spiking Neural Network Changze Lv Tianlong Li Changze Lv Yufei Gu Jianhan Xu Cenyuan Zhang Muling Wu Xiaoqing Zheng Xuanjing Huang CLIP VLM 153 3 0 10 Oct 2023
Fully Spiking Neural Network for Legged Robots Xiaoyang Jiang Qiang Zhang Jingkai Sun Jiahang Cao Jingtong Ma Renjing Xu 80 5 0 08 Oct 2023
In the Blink of an Eye: Event-based Emotion Recognition Haiwei Zhang Jiqing Zhang B. Dong Pieter Peers Wenwei Wu Xiaopeng Wei Felix Heide Xin Yang CVBM 69 13 0 06 Oct 2023
Spike Accumulation Forwarding for Effective Training of Spiking Neural Networks Ryuji Saiin Tomoya Shirakawa Sota Yoshihara Yoshihide Sawada Hiroyuki Kusumoto 65 1 0 04 Oct 2023
Event-Enhanced Multi-Modal Spiking Neural Network for Dynamic Obstacle Avoidance Yang Wang Bo Dong Yuji Zhang Yunduo Zhou Haiyang Mei Ziqi Wei Xin Yang 69 5 0 03 Oct 2023
SpikeMOT: Event-based Multi-Object Tracking with Sparse Motion Features Song Wang Zhu Wang Can Li Xiaojuan Qi Hayden Kwok-Hay So 63 1 0 29 Sep 2023
Adaptive Reorganization of Neural Pathways for Continual Learning with Spiking Neural Networks Bing Han Feifei Zhao Wenxuan Pan Zhaoya Zhao Xianqi Li Qingqun Kong Yi Zeng CLL 41 4 0 18 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 83 3 0 11 Sep 2023
Enabling energy-Efficient object detection with surrogate gradient descent in spiking neural networks Jilong Luo Shanlin Xiao Yinsheng Chen Zhiyi Yu 41 0 0 07 Sep 2023
Spiking Structured State Space Model for Monaural Speech Enhancement Yu Du Xu Liu Yansong Chua 91 20 0 07 Sep 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 63 8 0 06 Sep 2023
Unleashing the Potential of Spiking Neural Networks for Sequential Modeling with Contextual Embedding Xinyi Chen Jibin Wu Huajin Tang Qinyuan Ren Kay Chen Tan 76 4 0 29 Aug 2023
SpikeBERT: A Language Spikformer Learned from BERT with Knowledge Distillation Changze Lv Changze Lv Jianhan Xu Chenxi Gu Zixuan Ling Cenyuan Zhang Xiaoqing Zheng Xuanjing Huang 60 8 0 29 Aug 2023
TC-LIF: A Two-Compartment Spiking Neuron Model for Long-Term Sequential Modelling Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 75 19 0 25 Aug 2023
Privacy-Preserving Discretized Spiking Neural Networks Pengbo Li Ting Gao Huifang Huang Jian Cheng Shuhong Gao Zhigang Zeng Jinqiao Duan 20 1 0 24 Aug 2023
Learning the Plasticity: Plasticity-Driven Learning Framework in Spiking Neural Networks Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Feifei Zhao Yi Zeng AI4CE 64 0 0 23 Aug 2023
HoSNN: Adversarially-Robust Homeostatic Spiking Neural Networks with Adaptive Firing Thresholds Hejia Geng Peng Li AAML 133 3 0 20 Aug 2023
Membrane Potential Batch Normalization for Spiking Neural Networks Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 70 41 0 16 Aug 2023
Inherent Redundancy in Spiking Neural Networks Man Yao J. Hu Guangshe Zhao Yaoyuan Wang Ziyang Zhang Boxing Xu Guoqi Li 79 18 0 16 Aug 2023
Expressivity of Spiking Neural Networks Manjot Singh Adalbert Fono Gitta Kutyniok 69 3 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 93 24 0 13 Aug 2023
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks Xuerui Qiu Rui-Jie Zhu Yuhong Chou Zhaorui Wang Liang-Jian Deng Guoqi Li 74 37 0 12 Aug 2023
Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks Bing Han Feifei Zhao Yi Zeng Wenxuan Pan Guobin Shen CLL 73 12 0 09 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 67 4 0 09 Aug 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition Tianlin Li Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 122 19 0 08 Aug 2023
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 71 3 0 02 Aug 2023
Gradient Scaling on Deep Spiking Neural Networks with Spike-Dependent Local Information Seong Gon Park Jeonghee Jo Jongkil Park Yeonjoo Jeong Jaewook Kim ... Inho Kim Jong-Keuk Park Kyeong-Seok Lee Gyeongyeon Hwang Hyun Jae Jang 40 0 0 01 Aug 2023
Spiking Neural Networks and Bio-Inspired Supervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato 59 12 0 30 Jul 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 62 7 0 24 Jul 2023
Deep Directly-Trained Spiking Neural Networks for Object Detection Qiaoyi Su Yuhong Chou Yifan Hu Jianing Li Shijie Mei Ziyang Zhang Guoqiu Li ObjD 77 72 0 21 Jul 2023
Deep Multi-Threshold Spiking-UNet for Image Processing Hebei Li Yueyi Zhang Zhiwei Xiong Xiaoyan Sun 68 5 0 20 Jul 2023
SLSSNN: High energy efficiency spike-train level spiking neural networks with spatio-temporal conversion Changqin Xu Yi Liu Yintang Yang 45 1 0 14 Jul 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 90 2 0 10 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 92 132 0 04 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 70 5 0 01 Jul 2023
Razor SNN: Efficient Spiking Neural Network with Temporal Embeddings Yuan Zhang Jian Cao Ling Zhang Jue Chen Wenyu Sun Yuan Wang 50 1 0 30 Jun 2023
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy 123 6 0 27 Jun 2023
Spiking Two-Stream Methods with Unsupervised STDP-based Learning for Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 69 3 0 23 Jun 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 110 7 0 21 Jun 2023
Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes Gehua (Marcus) Ma Runhao Jiang Rui Yan Huajin Tang AI4TS 72 7 0 21 Jun 2023
Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition Yiting Dong Yang Li Dongcheng Zhao Guobin Shen Yi Zeng 69 13 0 20 Jun 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 79 2 0 09 Jun 2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks Jiangrong Shen Qi Xu Jian K. Liu Yueming Wang Gang Pan Huajin Tang 64 43 0 06 Jun 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 109 8 0 01 Jun 2023