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RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network

25 February 2020

Papers citing "RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network"

50 / 144 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 12 0 0 09 Jun 2025
Integer Binary-Range Alignment Neuron for Spiking Neural Networks Binghao Ye Wenjuan Li Dong Wang Man Yao Bing Li Weiming Hu Dong Liang K. Shang 64 0 0 06 Jun 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 112 0 0 18 May 2025
Efficient ANN-SNN Conversion with Error Compensation Learning Chang-Shu Liu Jiangrong Shen Xuming Ran Mingkun Xu Qi Xu Yi Xu Gang Pan 17 0 0 12 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
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 37 0 0 14 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
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
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
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 133 5 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
Differential Coding for Training-Free ANN-to-SNN Conversion Zihan Huang Wei Fang Tong Bu Peng Xue Zecheng Hao Xiaohan Yu Yuanhong Tang Zhaofei Yu Tiejun Huang 117 2 0 01 Mar 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
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
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Hongwei Wang Qi Xu 143 2 0 15 Dec 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
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
Randomized Forward Mode Gradient for Spiking Neural Networks in Scientific Machine Learning Ruyin Wan Qian Zhang George Karniadakis 50 0 0 11 Nov 2024
Differentiable architecture search with multi-dimensional attention for spiking neural networks Yilei Man Linhai Xie Shushan Qiao Yumei Zhou Delong Shang 65 1 0 01 Nov 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
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 3 0 22 Aug 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
BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blurred Knowledge Distillation Zekai Xu Kang You Qinghai Guo Xiang Wang Zhezhi He 65 5 0 12 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
Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network Hyunseok Oh Youngki Lee 107 2 0 01 Jul 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
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
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
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 96 5 0 01 Jun 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 92 5 0 30 May 2024
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network Weiyu Guo Ying Sun Yijie Xu Ziyue Qiao Yongkui Yang Hui Xiong 76 3 0 23 May 2024
Converting High-Performance and Low-Latency SNNs through Explicit Modelling of Residual Error in ANNs Zhipeng Huang Jianhao Ding Zhiyu Pan Haoran Li Ying Fang Zhaofei Yu Jian K. Liu 65 0 0 26 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 84 3 0 15 Apr 2024
A survey on learning models of spiking neural membrane systems and spiking neural networks Prithwineel Paul Petr Sosík Lucie Ciencialová 65 2 0 27 Mar 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 101 4 0 27 Mar 2024
Fourier or Wavelet bases as counterpart self-attention in spikformer for efficient visual classification Qingyu Wang Duzhen Zhang Tilelin Zhang Bo Xu 82 1 0 27 Mar 2024
QKFormer: Hierarchical Spiking Transformer using Q-K Attention Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Liwei Huang Xiaopeng Fan Liuliang Yuan Zhengyu Ma Huihui Zhou Yonghong Tian 107 18 0 25 Mar 2024
SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Dong Chen Shuai Zheng Muhao Xu Zhenfeng Zhu Yao-Min Zhao 61 3 0 11 Mar 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 65 3 0 29 Feb 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang He Yiting Dong Dongcheng Zhao Yi Zeng 65 4 0 01 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 98 5 0 01 Feb 2024
One-Spike SNN: Single-Spike Phase Coding with Base Manipulation for ANN-to-SNN Conversion Loss Minimization Sangwoo Hwang Jaeha Kung 79 10 0 30 Jan 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 72 5 0 09 Jan 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 90 0 0 05 Jan 2024
Spikformer V2: Join the High Accuracy Club on ImageNet with an SNN Ticket Zhaokun Zhou Kaiwei Che Wei Fang Keyu Tian Yuesheng Zhu Shuicheng Yan Yonghong Tian Liuliang Yuan ViT 112 33 0 04 Jan 2024
Deep Pulse-Coupled Neural Networks Zexiang Yi Jing Lian Yunliang Qi Zhaofei Yu Huajin Tang Yide Ma Jizhao Liu 71 2 0 24 Dec 2023
Ternary Spike: Learning Ternary Spikes for Spiking Neural Networks Yu-Zhu Guo Y. Chen Xiaode Liu Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma 75 32 0 11 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 58 0 0 08 Dec 2023