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 / 290 papers shown

Title
Artificial-Spiking Hierarchical Networks for Vision-Language Representation Learning Ye-Ting Chen Siyu Zhang Yaoru Sun Weijian Liang Haoran Wang 40 0 0 18 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
Inherent Redundancy in Spiking Neural Networks Man Yao J. Hu Guangshe Zhao Yaoyuan Wang Ziyang Zhang Boxing Xu Guoqi Li 30 15 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 49 23 0 13 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 25 3 0 09 Aug 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition Tianlin Li Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 77 17 0 08 Aug 2023
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 33 3 0 02 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
SLSSNN: High energy efficiency spike-train level spiking neural networks with spatio-temporal conversion Changqin Xu Yi Liu Yintang Yang 19 1 0 14 Jul 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 41 3 0 10 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 118 0 04 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 25 5 0 01 Jul 2023
Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings Ilyass Hammouamri Ismail Khalfaoui-Hassani T. Masquelier 26 47 0 30 Jun 2023
Spiking Denoising Diffusion Probabilistic Models Jiahang Cao Ziqing Wang Hanzhong Guo Haotai Cheng Qiang Zhang Renjing Xu DiffM 29 19 0 29 Jun 2023
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy 52 2 0 27 Jun 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 31 7 0 21 Jun 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 29 2 0 09 Jun 2023
Point-Voxel Absorbing Graph Representation Learning for Event Stream based Recognition Bowei Jiang Chengguo Yuan Tianlin Li Zhimin Bao Lin Zhu Yonghong Tian Bin Luo GNN 3DPC 26 4 0 08 Jun 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 29 4 0 01 Jun 2023
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN Yang‐Zhi Hu Qian Zheng Xudong Jiang Gang Pan MQ 31 50 0 31 May 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 77 47 0 31 May 2023
A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks Jintang Li Huizhe Zhang Ruofan Wu Zulun Zhu Baokun Wang Changhua Meng Zibin Zheng Liang Chen SSL 32 9 0 30 May 2023
Low Precision Quantization-aware Training in Spiking Neural Networks with Differentiable Quantization Function Ayan Shymyrbay M. Fouda Ahmed M. Eltawil MQ 33 6 0 30 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 28 10 0 26 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 34 21 0 25 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 46 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 16 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
Dive into the Power of Neuronal Heterogeneity Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Yi Zeng 31 2 0 19 May 2023
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees Jiechen Chen Sangwoo Park Osvaldo Simeone 29 7 0 18 May 2023
SPENSER: Towards a NeuroEvolutionary Approach for Convolutional Spiking Neural Networks Henrique Branquinho Nuno Lourenço Ernesto Costa 19 1 0 18 May 2023
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Zhengyu Ma Huihui Zhou Xiaopeng Fan Yonghong Tian 26 9 0 10 May 2023
Joint A-SNN: Joint Training of Artificial and Spiking Neural Networks via Self-Distillation and Weight Factorization Yu-Zhu Guo Weihang Peng Y. Chen Liwen Zhang Xiaode Liu Xuhui Huang Zhe Ma 105 35 0 03 May 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 26 0 0 26 Apr 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 32 16 0 25 Apr 2023
Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies Wei Fang Zhaofei Yu Zhaokun Zhou Ding Chen Yanqing Chen Zhengyu Ma T. Masquelier Yonghong Tian 32 39 0 25 Apr 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 35 61 0 24 Apr 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 31 11 0 24 Apr 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Wenxuan Pan Feifei Zhao Bing Han Yi Zeng 31 4 0 21 Apr 2023
Efficient Uncertainty Estimation in Spiking Neural Networks via MC-dropout Tao Sun Bojian Yin S. Bohté BDL 30 5 0 20 Apr 2023
Biologically inspired structure learning with reverse knowledge distillation for spiking neural networks Qi Xu Yaxin Li Xuanye Fang Jiangrong Shen Jian K. Liu Huajin Tang Gang Pan 19 15 0 19 Apr 2023
Neuromorphic Control using Input-Weighted Threshold Adaptation S. Stroobants Christophe De Wagter Guido C. H. E de Croon 22 5 0 18 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and Future Yiting Dong Dongcheng Zhao Yi Zeng 37 9 0 13 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 24 38 0 02 Apr 2023
An Efficient Knowledge Transfer Strategy for Spiking Neural Networks from Static to Event Domain Xiang He Dongcheng Zhao Yang Li Guobin Shen Qingqun Kong Yi Zeng 50 5 0 23 Mar 2023
Unsupervised Domain Adaptation for Training Event-Based Networks Using Contrastive Learning and Uncorrelated Conditioning Dayuan Jian Mohammad Rostami 31 14 0 22 Mar 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 36 5 0 20 Mar 2023
RN-Net: Reservoir Nodes-Enabled Neuromorphic Vision Sensing Network Sangmin Yoo Eric Lee Ziyu Wang Xinxin Wang Wei D. Lu 38 6 0 19 Mar 2023
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal Transformer Shihao Zou Yuxuan Mu Wei Ji Zi-An Wang Xinxin Zuo Sen Wang Weixin Si Li Cheng 3DH 39 15 0 16 Mar 2023
Fully neuromorphic vision and control for autonomous drone flight Federico Paredes-Valles J. Hagenaars Julien Dupeyroux S. Stroobants Ying Xu Guido de Croon 33 36 0 15 Mar 2023