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
DriveGazen: Event-Based Driving Status Recognition using Conventional Camera Xiaoyin Yang 90 0 0 16 Dec 2024
Efficient 3D Recognition with Event-driven Spike Sparse Convolution Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 140 5 0 10 Dec 2024
Gated Parametric Neuron for Spike-based Audio Recognition Haoran Wang Herui Zhang Siyang Li Dongrui Wu 135 1 0 02 Dec 2024
Wafer2Spike: Spiking Neural Network for Wafer Map Pattern Classification Abhishek Mishra Suman Kumar Anush Lingamoorthy Anup Das Nagarajan Kandasamy 81 0 0 29 Nov 2024
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion Chen Li Bipin Rajendran 105 0 0 26 Nov 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 141 15 0 25 Nov 2024
STOP: Spatiotemporal Orthogonal Propagation for Weight-Threshold-Leakage Synergistic Training of Deep Spiking Neural Networks Haoran Gao Xichuan Zhou Yingcheng Lin Min Tian Liyuan Liu Cong Shi 120 0 0 17 Nov 2024
SkipSNN: Efficiently Classifying Spike Trains with Event-attention Hang Yin Yao Su Liping Liu Thomas Hartvigsen Xin Dai Xiangnan Kong 20 0 0 29 Oct 2024
Spatial-Temporal Search for Spiking Neural Networks Kaiwei Che Zhaokun Zhou Li-xin Yuan Jianguo Zhang Yonghong Tian Luziwei Leng 46 0 0 24 Oct 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 62 2 0 22 Oct 2024
SpikMamba: When SNN meets Mamba in Event-based Human Action Recognition Jiaqi Chen Yan Yang Shizhuo Deng Da Teng Liyuan Pan Mamba 52 1 0 22 Oct 2024
Fractional-order spike-timing-dependent gradient descent for multi-layer spiking neural networks Yi Yang Richard M. Voyles Haiyan H. Zhang Robert A. Nawrocki 34 6 0 20 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 50 2 0 15 Oct 2024
Fully Asynchronous Neuromorphic Perception for Mobile Robot Dodging with Loihi Chips Junjie Jiang Delei Kong Chenming Hu Zheng Fang 68 1 0 14 Oct 2024
Fourier-based Action Recognition for Wildlife Behavior Quantification with Event Cameras Friedhelm Hamann Suman Ghosh Ignacio Juarez Martinez Tom Hart Alex Kacelnik Guillermo Gallego 53 1 0 09 Oct 2024
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 104 1 0 07 Oct 2024
PRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks Yulong Huang Zunchang Liu Changchun Feng Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Hong Xing Bojun Cheng 76 2 0 04 Oct 2024
Membership Privacy Evaluation in Deep Spiking Neural Networks Jiaxin Li Gorka Abad S. Picek Mauro Conti AAML 73 1 0 28 Sep 2024
Data Poisoning-based Backdoor Attack Framework against Supervised Learning Rules of Spiking Neural Networks Lingxin Jin Meiyu Lin Wei Jiang Jinyu Zhan AAML SILM 47 2 0 24 Sep 2024
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal Attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li AI4TS 132 0 0 20 Sep 2024
A dynamic vision sensor object recognition model based on trainable event-driven convolution and spiking attention mechanism Peng Zheng Qian Zhou BDL 83 0 0 19 Sep 2024
Hyperspectral Image Classification Based on Faster Residual Multi-branch Spiking Neural Network Yang Liu Yahui Li Rui Li Liming Zhou Lanxue Dang Huiyu Mu Qiang Ge 21 0 0 18 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 84 1 0 03 Sep 2024
Digit Recognition using Multimodal Spiking Neural Networks William Bjorndahl Jack Easton Austin Modoff Eric C. Larson J. Camp Prasanna Rangarajan 52 1 0 31 Aug 2024
Human-Inspired Audio-Visual Speech Recognition: Spike Activity, Cueing Interaction and Causal Processing Qianhui Liu Jun Wang Yang Wang Xin Yang Gang Pan Haizhou Li 36 0 0 29 Aug 2024
Spiking Diffusion Models Jiahang Cao Hanzhong Guo Ziqing Wang Deming Zhou Hao Cheng Qiang Zhang Renjing Xu DiffM 88 3 0 29 Aug 2024
NeuroVE: Brain-inspired Linear-Angular Velocity Estimation with Spiking Neural Networks Xiao Li Xieyuanli Chen Ruibin Guo Yujie Wu Zongtan Zhou Fangwen Yu Huimin Lu 83 1 0 28 Aug 2024
SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models Shuaijie Shen Chao Wang Renzhuo Huang Yan Zhong Qinghai Guo Zhichao Lu Jianguo Zhang Luziwei Leng 95 8 0 27 Aug 2024
Research Advances and New Paradigms for Biology-inspired Spiking Neural Networks Tianyu Zheng Liyuan Han Tielin Zhang AI4CE 74 0 0 26 Aug 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 62 2 0 22 Aug 2024
AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network Donghwa Kang Youngmoon Lee Eun-Kyu Lee Brent Kang Jinkyu Lee Hyeongboo Baek ViT 76 0 0 22 Aug 2024
A frugal Spiking Neural Network for unsupervised classification of continuous multivariate temporal data Sai Deepesh Pokala Marie Bernert Takuya Nanami Takashi Kohno Timothée Lévi B. Yvert 46 0 0 08 Aug 2024
Unveiling the Potential of Spiking Dynamics in Graph Representation Learning through Spatial-Temporal Normalization and Coding Strategies M. Xu Huifeng Yin Yujie Wu Guoqi Li Faqiang Liu Jing Pei Shuai Zhong Lei Deng 61 0 0 30 Jul 2024
RSC-SNN: Exploring the Trade-off Between Adversarial Robustness and Accuracy in Spiking Neural Networks via Randomized Smoothing Coding Keming Wu Man Yao Yuhong Chou Xuerui Qiu Rui Yang Boxing Xu Guoqi Li AAML 60 4 0 29 Jul 2024
SpikeVoice: High-Quality Text-to-Speech Via Efficient Spiking Neural Network Kexin Wang Jiahong Zhang Yong Ren Man Yao Richard D. Shang Boxing Xu Guoqi Li DiffM 59 2 0 17 Jul 2024
EvSign: Sign Language Recognition and Translation with Streaming Events Pengyu Zhang Hao Yin Zeren Wang Wenyue Chen Shengming Li Dong Wang Huchuan Lu Xu Jia SLR 81 6 0 17 Jul 2024
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 92 0 0 17 Jul 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 97 2 0 08 Jul 2024
Multi-Bit Mechanism: A Novel Information Transmission Paradigm for Spiking Neural Networks Yongjun Xiao Xianlong Tian Lin Zuo Pei He Mengmeng Jing Yongqi Ding MQ 93 1 0 08 Jul 2024
FastSpiker: Enabling Fast Training for Spiking Neural Networks on Event-based Data through Learning Rate Enhancements for Autonomous Embedded Systems Iqra Bano Rachmad Vidya Wicaksana Putra Alberto Marchisio Mohamed Bennai 74 1 0 07 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao Li Du Guoqi Li Jiajun Zhang 137 6 0 05 Jul 2024
A Differentiable Approach to Multi-scale Brain Modeling Chaoming Wang Muyang Lyu Tianqiu Zhang Sichao He Si Wu 66 1 0 28 Jun 2024
Directly Training Temporal Spiking Neural Network with Sparse Surrogate Gradient Yang Li Feifei Zhao Dongcheng Zhao Yi Zeng 75 3 0 28 Jun 2024
RTFormer: Re-parameter TSBN Spiking Transformer Hongzhi Wang Xiubo Liang Mengjian Li Tao Zhang 63 0 0 20 Jun 2024
Trapezoidal Gradient Descent for Effective Reinforcement Learning in Spiking Networks Yuhao Pan Xiucheng Wang Nan Cheng Qi Qiu 86 0 0 19 Jun 2024
Evolutionary Spiking Neural Networks: A Survey Shuaijie Shen Rui Zhang Chao Wang Renzhuo Huang Aiersi Tuerhong Qinghai Guo Zhichao Lu Jianguo Zhang Luziwei Leng 62 6 0 18 Jun 2024
Self-Distillation Learning Based on Temporal-Spatial Consistency for Spiking Neural Networks Yongqi Ding Lin Zuo Mengmeng Jing Kunshan Yang Yunqian Yu 77 5 0 12 Jun 2024
SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling Sai Sanjeet B. Sahoo Keshab K. Parhi 69 0 0 11 Jun 2024
Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference Yang Li Xiang He Qingqun Kong Yi Zeng 66 0 0 08 Jun 2024
SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms Xingrun Xing Zheng Zhang Ziyi Ni Shitao Xiao Yiming Ju Siqi Fan Yequan Wang Jiajun Zhang Guoqi Li 85 11 0 05 Jun 2024