Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks

11 July 2020

Yonghong Tian

Papers citing "Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks"

50 / 289 papers shown

Title
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 45 0 0 08 May 2025
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining Ciyu Ruan Ruishan Guo Zihang Gong J. Xu Wenhan Yang Xinlei Chen Mamba 62 0 0 08 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 39 0 0 07 May 2025
Efficient Spiking Point Mamba for Point Cloud Analysis Peixi Wu Bosong Chai Menghua Zheng Wei Li Zhangchi Hu Jie Chen Zheyu Zhang H. Li Xiaoyan Sun Mamba 40 0 0 19 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 73 0 0 03 Apr 2025
FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning Biswadeep Chakraborty Saibal Mukhopadhyay 40 0 0 02 Apr 2025
Spatiotemporal Attention Learning Framework for Event-Driven Object Recognition Tiantian Xie Pengpai Wang Rosa H. M. Chan 46 0 0 01 Apr 2025
Temporal-Guided Spiking Neural Networks for Event-Based Human Action Recognition Siyuan Yang Shilin Lu Shizheng Wang Meng Hwa Er Zengwei Zheng Alex C. Kot 40 0 0 21 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 60 0 0 13 Mar 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 36 0 0 13 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 71 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 83 0 0 04 Mar 2025
Regularization-based Framework for Quantization-, Fault- and Variability-Aware Training Anmol Biswas Raghav Singhal Sivakumar Elangovan Shreyas Sabnis U. Ganguly MQ 55 1 0 03 Mar 2025
Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising Z. Li Qiaoyun Wu Jialin Zhang Kaijun Zhang Jun Wang 3DPC 47 0 0 27 Feb 2025
Memory-Free and Parallel Computation for Quantized Spiking Neural Networks Dehao Zhang Shuai Wang Yichen Xiao Wenjie Wei Yimeng Shan Malu Zhang Y. Yang MQ 34 0 0 25 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 57 8 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 28 1 0 05 Feb 2025
Spiking Neural Network Feature Discrimination Boosts Modality Fusion Katerina Maria Oikonomou Ioannis Kansizoglou Antonios Gasteratos 36 0 0 05 Feb 2025
TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy Charlotte Frenkel 76 0 0 03 Feb 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 34 1 0 28 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 52 0 0 24 Jan 2025
Spiking monocular event based 6D pose estimation for space application Jonathan Courtois Benoit Miramond Alain Pegatoquet 28 0 0 06 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 32 1 0 31 Dec 2024
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Network Z. Wang Yuetong Fang Jiahang Cao Hongwei Ren Renjing Xu 67 2 0 18 Dec 2024
Average-Over-Time Spiking Neural Networks for Uncertainty Estimation in Regression Tao Sun Sander M. Bohté UQCV BDL 91 0 0 29 Nov 2024
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks Prajna G. Malettira Shubham Negi Wachirawit Ponghiran Kaushik Roy AI4TS 66 1 0 22 Nov 2024
Event USKT : U-State Space Model in Knowledge Transfer for Event Cameras Yuhui Lin Jiahao Zhang Siyuan Li Jimin Xiao Ding Xu Wenjun Wu Jiaxuan Lu 67 0 0 22 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 26 0 0 17 Nov 2024
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 42 1 0 07 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 19 0 0 05 Nov 2024
Differentiable architecture search with multi-dimensional attention for spiking neural networks Yilei Man Linhai Xie Shushan Qiao Yumei Zhou Delong Shang 28 0 0 01 Nov 2024
SpikMamba: When SNN meets Mamba in Event-based Human Action Recognition Jiaqi Chen Yan Yang Shizhuo Deng Da Teng Liyuan Pan Mamba 24 1 0 22 Oct 2024
Enhancing SNN-based Spatio-Temporal Learning: A Benchmark Dataset and Cross-Modality Attention Model Shibo Zhou Bo Yang Mengwen Yuan Runhao Jiang Rui Yan Gang Pan Huajin Tang 16 3 0 21 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 16 1 0 15 Oct 2024
SNN-PAR: Energy Efficient Pedestrian Attribute Recognition via Spiking Neural Networks Haiyang Wang Qian Zhu Mowen She Yabo Li Haoyu Song Minghe Xu Xiao Wang ViT 23 0 0 10 Oct 2024
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 16 0 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 25 0 0 04 Oct 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli O. Booij J. C. V. Gemert Nergis Tömen 18 0 0 01 Oct 2024
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 16 1 0 29 Sep 2024
Membership Privacy Evaluation in Deep Spiking Neural Networks Jiaxin Li Gorka Abad S. Picek Mauro Conti AAML 18 1 0 28 Sep 2024
Twin Network Augmentation: A Novel Training Strategy for Improved Spiking Neural Networks and Efficient Weight Quantization Lucas Deckers Benjamin Vandersmissen Ing Jyh Tsang W. V. Leekwijck Steven Latré MQ 20 1 0 24 Sep 2024
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal Attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li AI4TS 11 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 26 0 0 19 Sep 2024
Towards Low-latency Event-based Visual Recognition with Hybrid Step-wise Distillation Spiking Neural Networks X. Zhong Shengwang Hu Wenxuan Liu Wenxin Huang Jianhao Ding Zhaofei Yu Tiejun Huang 27 4 0 19 Sep 2024
SDP: Spiking Diffusion Policy for Robotic Manipulation with Learnable Channel-Wise Membrane Thresholds Zhixing Hou Maoxu Gao Hang Yu Mengyu Yang Chio-in Ieong 30 1 0 17 Sep 2024
ShapeAug++: More Realistic Shape Augmentation for Event Data Katharina Bendig René Schuster Didier Stricker 3DPC 17 0 0 17 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 18 1 0 03 Sep 2024
Spiking Diffusion Models Jiahang Cao Hanzhong Guo Ziqing Wang Deming Zhou Hao Cheng Qiang Zhang Renjing Xu DiffM 22 1 0 29 Aug 2024
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs Marzieh Varposhti Mahyar Shahsavari Marcel van Gerven 15 1 0 23 Aug 2024
Event Stream based Human Action Recognition: A High-Definition Benchmark Dataset and Algorithms Xiao Wang Shiao Wang Pengpeng Shao Bo Jiang Lin Zhu Yonghong Tian 65 1 0 19 Aug 2024