GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks

25 October 2022

Papers citing "GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks"

50 / 57 papers shown

Title
STEP: A Unified Spiking Transformer Evaluation Platform for Fair and Reproducible Benchmarking Sicheng Shen Dongcheng Zhao Linghao Feng Zeyang Yue Jindong Li Tenglong Li Guobin Shen Yi Zeng 19 0 0 16 May 2025
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks Kai Sun Peibo Duan Levin Kuhlmann Beilun Wang Bin Zhang 19 0 0 15 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 144 0 0 07 May 2025
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks Tianqing Zhang Zixin Zhu Kairong Yu Hongwei Wang 151 0 0 29 Apr 2025
FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning Biswadeep Chakraborty Saibal Mukhopadhyay 47 0 0 02 Apr 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 42 0 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 40 0 0 18 Mar 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 38 0 0 13 Mar 2025
TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting Shibo Feng Wanjin Feng Xingyu Gao Peilin Zhao Zhiqi Shen AI4TS AI4CE 34 0 0 07 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 76 0 0 05 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 66 3 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 86 1 0 04 Mar 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 10 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 40 1 0 05 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 50 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 54 0 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 42 1 0 31 Dec 2024
Faster and Stronger: When ANN-SNN Conversion Meets Parallel Spiking Calculation Zecheng Hao Zhaofei Yu Tiejun Huang 80 0 0 18 Dec 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 26 1 0 15 Oct 2024
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 23 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 36 1 0 04 Oct 2024
SDformerFlow: Spatiotemporal swin spikeformer for event-based optical flow estimation Yi Tian Juan Andrade-Cetto 29 0 0 06 Sep 2024
Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion Jiahao Su Kang You Zekai Xu Weizhi Xu Zhezhi He 23 0 0 18 Aug 2024
RTFormer: Re-parameter TSBN Spiking Transformer Hongzhi Wang Xiubo Liang Mengjian Li Tao Zhang 38 0 0 20 Jun 2024
Self-Distillation Learning Based on Temporal-Spatial Consistency for Spiking Neural Networks Lin Zuo Yongqi Ding Mengmeng Jing Kunshan Yang Yunqian Yu 54 3 0 12 Jun 2024
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 47 5 0 01 Jun 2024
Understanding the Convergence in Balanced Resonate-and-Fire Neurons Saya Higuchi S. Bohté Sebastian Otte 34 1 0 01 Jun 2024
Robust Stable Spiking Neural Networks Jianhao Ding Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang AAML 38 5 0 31 May 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 37 3 0 30 May 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 46 10 0 06 May 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 35 3 0 15 Apr 2024
EAS-SNN: End-to-End Adaptive Sampling and Representation for Event-based Detection with Recurrent Spiking Neural Networks Ziming Wang Ziling Wang Huaning Li Lang Qin Runhao Jiang De Ma Huajin Tang 33 10 0 19 Mar 2024
Spiking Wavelet Transformer Yuetong Fang Ziqing Wang Lingfeng Zhang Jiahang Cao Honglei Chen Renjing Xu 61 5 0 17 Mar 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 34 0 0 25 Feb 2024
LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model Zecheng Hao Xinyu Shi Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang 29 4 0 01 Feb 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 20 2 0 09 Jan 2024
SynA-ResNet: Spike-driven ResNet Achieved through OR Residual Connection Yimeng Shan Xuerui Qiu Rui-jie Zhu Jason Eshraghian Malu Zhang Haicheng Qu 19 1 0 11 Nov 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 30 4 0 03 Oct 2023
Co-learning synaptic delays, weights and adaptation in spiking neural networks Lucas Deckers Lauren Damme Ing Jyh Tsang W. V. Leekwijck Steven Latré 19 10 0 12 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 25 3 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 24 16 0 25 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 32 37 0 16 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 26 28 0 12 Aug 2023
Long Short-term Memory with Two-Compartment Spiking Neuron Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 33 7 0 14 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 114 0 04 Jul 2023
Spiking Neural Network for Ultra-low-latency and High-accurate Object Detection Jinye Qu Zeyu Gao Tielin Zhang Yan-Feng Lu Huajin Tang Hong Qiao 16 18 0 21 Jun 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 77 47 0 31 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 38 7 0 23 May 2023
Temporal Contrastive Learning for Spiking Neural Networks Haonan Qiu Zeyin Song Yanqing Chen Munan Ning Wei Fang Tao Sun Zhengyu Ma Liuliang Yuan Yonghong Tian 11 1 0 23 May 2023
Probabilistic Modeling: Proving the Lottery Ticket Hypothesis in Spiking Neural Network Man Yao Yu-Liang Chou Guangshe Zhao Xiawu Zheng Yonghong Tian Boxing Xu Guoqi Li 36 4 0 20 May 2023