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
ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks Yufei Guo Yuhan Zhang Zhou Jie Xiaode Liu Xin Tong Y. Chen Weihang Peng Zhe Ma MQ 7 0 0 09 Jun 2025
Improving Performance of Spike-based Deep Q-Learning using Ternary Neurons Aref Ghoreishee Abhishek Mishra John Walsh Anup Das Nagarajan Kandasamy 15 0 0 03 Jun 2025
The Promise of Spiking Neural Networks for Ubiquitous Computing: A Survey and New Perspectives Hemanth Sabbella Archit Mukherjee Thivya Kandappu Sounak Dey Arpan Pal Archan Misra Dong Ma AI4TS 49 0 0 02 Jun 2025
Spatio-Temporal Decoupled Learning for Spiking Neural Networks Chenxiang Ma Xinyi Chen Kay Chen Tan Jibin Wu 30 0 0 01 Jun 2025
Proxy Target: Bridging the Gap Between Discrete Spiking Neural Networks and Continuous Control Zijie Xu Tong Bu Zecheng Hao Jianhao Ding Zhaofei Yu 17 0 0 30 May 2025
Neuromorphic Sequential Arena: A Benchmark for Neuromorphic Temporal Processing Xinyi Chen Chenxiang Ma Yujie Wu Kay Chen Tan Jibin Wu AI4TS 7 0 0 28 May 2025
SVL: Spike-based Vision-language Pretraining for Efficient 3D Open-world Understanding Xuerui Qiu Peixi Wu Yaozhi Wen Shaowei Gu Yuqi Pan Xinhao Luo Bo Xu Guoqi Li VLM 227 0 0 23 May 2025
Energy-Efficient Deep Reinforcement Learning with Spiking Transformers Mohammad Irfan Uddin Nishad Tasnim Md Omor Faruk Zejian Zhou OffRL AI4CE 44 0 0 20 May 2025
Frozen Backpropagation: Relaxing Weight Symmetry in Temporally-Coded Deep Spiking Neural Networks Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 61 0 0 19 May 2025
Bridging Quantized Artificial Neural Networks and Neuromorphic Hardware Zhenhui Chen Haoran Xu De Ma Xiaofei Jin Xinyu Li Ziyang Kang Gang Pan De Ma 105 0 0 18 May 2025
Adversarially Robust Spiking Neural Networks with Sparse Connectivity Mathias Schmolli Maximilian Baronig Robert Legenstein Ozan Özdenizci AAML 28 0 0 16 May 2025
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 539 0 0 08 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 471 0 0 07 May 2025
Input-Specific and Universal Adversarial Attack Generation for Spiking Neural Networks in the Spiking Domain Spyridon Raptis Haralampos-G. Stratigopoulos AAML 72 0 0 07 May 2025
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 56 0 0 03 May 2025
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks Tianqing Zhang Zixin Zhu Kairong Yu Hongwei Wang 459 0 0 29 Apr 2025
Revisiting Reset Mechanisms in Spiking Neural Networks for Sequential Modeling: Specialized Discretization for Binary Activated RNN Enqi Zhang MQ 434 0 0 24 Apr 2025
FPGA-Based Neural Network Accelerators for Space Applications: A Survey Pedro Antunes Artur Podobas 55 0 0 22 Apr 2025
Beyond Pairwise Plasticity: Group-Level Spike Synchrony Facilitates Efficient Learning in Spiking Neural Networks Yuchen Tian Assel Kembay Nhan Duy Truong Jason K. Eshraghian Omid Kavehei 32 0 0 14 Apr 2025
snnTrans-DHZ: A Lightweight Spiking Neural Network Architecture for Underwater Image Dehazing Vidya Sudevan F. Zayer Rizwana Kausar S. Javed Hamad Karki G. D. Masi Jorge Dias 97 0 0 13 Apr 2025
Spiking Neural Network for Intra-cortical Brain Signal Decoding Song Yang Haotian Fu Herui Zhang Peng Zhang Wei Li Dongrui Wu 75 0 0 12 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 99 0 0 09 Apr 2025
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 123 0 0 03 Apr 2025
FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning Biswadeep Chakraborty Saibal Mukhopadhyay 163 0 0 02 Apr 2025
Biologically Inspired Spiking Diffusion Model with Adaptive Lateral Selection Mechanism Linghao Feng Dongcheng Zhao Sicheng Shen Yi Zeng 122 0 0 31 Mar 2025
Underwater Image Enhancement by Convolutional Spiking Neural Networks Vidya Sudevan F. Zayer Rizwana Kausar S. Javed Hamad Karki G. D. Masi Jorge Dias 133 1 0 26 Mar 2025
Replay4NCL: An Efficient Memory Replay-based Methodology for Neuromorphic Continual Learning in Embedded AI Systems M. Minhas Rachmad Vidya Wicaksana Putra Falah R. Awwad Osman Hasan Mohamed Bennai 78 1 0 21 Mar 2025
Efficient ANN-Guided Distillation: Aligning Rate-based Features of Spiking Neural Networks through Hybrid Block-wise Replacement Shu Yang Chao Yu Lei Liu Hanzhi Ma Aili Wang Erping Li 98 1 0 20 Mar 2025
Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness Kangrui Du Yuhang Wu Shikuang Deng Shi Gu 77 0 0 18 Mar 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 93 0 0 13 Mar 2025
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation Hongze Sun Jun Wang Wuque Cai Duo Chen Qianqian Liao Jiayi He Yan Cui D. Yao Daqing Guo 174 0 0 13 Mar 2025
AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services Xiaoqi Wang Hongyang Du Yuehong Gao Dong In Kim 93 0 0 06 Mar 2025
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients Li Lun Kunyu Feng Qinglong Ni Ling Liang Yuan Wang Ying Li Dunshan Yu Xiaoxin Cui AAML 115 0 0 05 Mar 2025
STAA-SNN: Spatial-Temporal Attention Aggregator for Spiking Neural Networks Tianqing Zhang Kairong Yu Xian Zhong Hongwei Wang Qi Xu Qiang Zhang 139 1 0 04 Mar 2025
Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer Yufei Guo Xiaode Liu Y. Chen Weihang Peng Yuhan Zhang Zhe Ma MQ 121 2 0 28 Feb 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 200 7 0 28 Feb 2025
Memory-Free and Parallel Computation for Quantized Spiking Neural Networks Dehao Zhang Shuai Wang Yichen Xiao Wenjie Wei Yimeng Shan Malu Zhang Yiran Yang MQ 81 0 0 25 Feb 2025
Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism Yu Liang Wenjie Wei A. Belatreche Honglin Cao Zijian Zhou Shuai Wang Malu Zhang Yue Yang MQ 95 0 0 21 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 134 15 0 20 Feb 2025
Rethinking Spiking Neural Networks from an Ensemble Learning Perspective Lin Zuo Yongqi Ding Mengmeng Jing Pei He Hanpu Deng 96 3 0 20 Feb 2025
DA-LIF: Dual Adaptive Leaky Integrate-and-Fire Model for Deep Spiking Neural Networks Tianqing Zhang Kairong Yu Jian Zhang Hongwei Wang AI4CE 73 1 0 05 Feb 2025
SpikingSoft: A Spiking Neuron Controller for Bio-inspired Locomotion with Soft Snake Robots Chuhan Zhang Cong Wang Wei Pan Cosimo Della Santina 114 0 0 31 Jan 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 164 1 0 28 Jan 2025
NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification Chuhan Zhang Wei Pan Cosimo Della Santina 79 1 0 28 Jan 2025
ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Xiaopeng Lin Yulong Huang Hongwei Ren Zunchang Liu Yue Zhou Haotian Fu Bojun Cheng 105 0 0 27 Jan 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 163 1 0 24 Jan 2025
Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural Networks Hanqi Chen Lixing Yu Shaojie Zhan Penghui Yao Jiankun Shao 66 1 0 31 Dec 2024
Contemporary implementations of spiking bio-inspired neural networks Andrey E. Schegolev Marina V. Bastrakova Michael A. Sergeev Anastasia A. Maksimovskaya Nikolay V. Klenov Igor I. Soloviev 63 1 0 23 Dec 2024
Threshold Neuron: A Brain-inspired Artificial Neuron for Efficient On-device Inference Zihao Zheng Yan Liang Jiayu Chen Peng Zhou Xiang Chen Yunxin Liu 198 0 0 18 Dec 2024
Faster and Stronger: When ANN-SNN Conversion Meets Parallel Spiking Calculation Zecheng Hao Zhaofei Yu Kang Chen Yi Zhang Zhaofei Yu Tiejun Huang 198 0 0 18 Dec 2024