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
Toward End-to-End Bearing Fault Diagnosis for Industrial Scenarios with Spiking Neural Networks Yongqi Ding Lin Zuo Mengmeng Jing Kunshan Yang Biao Chen Yunqian Yu 22 0 0 17 Aug 2024
DPSNN: Spiking Neural Network for Low-Latency Streaming Speech Enhancement Tao Sun Sander Bohté 16 2 0 14 Aug 2024
Overcoming the Limitations of Layer Synchronization in Spiking Neural Networks Roel Koopman Amirreza Yousefzadeh Mahyar Shahsavari Guangzhi Tang Manolis Sifalakis 21 0 0 09 Aug 2024
Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing Jiahao Qin Feng Liu Mamba 13 6 0 04 Aug 2024
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 19 0 0 17 Jul 2024
Finding Meaning in Points: Weakly Supervised Semantic Segmentation for Event Cameras Hoonhee Cho Sung-Hoon Yoon H. Kweon Kuk-Jin Yoon 21 1 0 15 Jul 2024
Spiking Tucker Fusion Transformer for Audio-Visual Zero-Shot Learning Wenrui Li Penghong Wang Ruiqin Xiong Xiaopeng Fan 24 8 0 11 Jul 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 24 2 0 08 Jul 2024
Ternary Spike-based Neuromorphic Signal Processing System Shuai Wang Dehao Zhang A. Belatreche Yichen Xiao Hongyu Qing Wenjie We Malu Zhang Yang Yang 29 7 0 07 Jul 2024
Directly Training Temporal Spiking Neural Network with Sparse Surrogate Gradient Yang Li Feifei Zhao Dongcheng Zhao Yi Zeng 35 2 0 28 Jun 2024
Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition Lan Chen Dong Li Xiao Wang Pengpeng Shao Wei Zhang Yaowei Wang Yonghong Tian Jin Tang 62 2 0 27 Jun 2024
Embedded event based object detection with spiking neural network Jonathan Courtois Pierre-Emmanuel Novac E. Lemaire Alain Pegatoquet Benoit Miramond 20 2 0 25 Jun 2024
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition Liutao Yu Liwei Huang Chenlin Zhou Han Zhang Zhengyu Ma Huihui Zhou Yonghong Tian ViT 33 3 0 21 Jun 2024
RTFormer: Re-parameter TSBN Spiking Transformer Hongzhi Wang Xiubo Liang Mengjian Li Tao Zhang 25 0 0 20 Jun 2024
EvSegSNN: Neuromorphic Semantic Segmentation for Event Data Dalia Hareb Jean Martinet 35 4 0 20 Jun 2024
Global-Local Convolution with Spiking Neural Networks for Energy-efficient Keyword Spotting Shuai Wang Dehao Zhang Kexin Shi Yuchen Wang Wenjie Wei Jibin Wu Malu Zhang 22 0 0 19 Jun 2024
Self-Distillation Learning Based on Temporal-Spatial Consistency for Spiking Neural Networks Lin Zuo Yongqi Ding Mengmeng Jing Kunshan Yang Yunqian Yu 39 3 0 12 Jun 2024
NeuroMoCo: A Neuromorphic Momentum Contrast Learning Method for Spiking Neural Networks Yuqi Ma Huamin Wang Hangchi Shen Xuemei Chen Shukai Duan Shiping Wen 41 0 0 10 Jun 2024
Modular Growth of Hierarchical Networks: Efficient, General, and Robust Curriculum Learning Mani Hamidi Sina Khajehabdollahi E. Giannakakis Tim Schäfer Anna Levina Charley M. Wu 16 0 0 10 Jun 2024
Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference Yang Li Xiang-Yu He Qingqun Kong Yi Zeng 17 0 0 08 Jun 2024
SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms Xingrun Xing Zheng Zhang Ziyi Ni Shitao Xiao Yiming Ju Siqi Fan Yequan Wang Jiajun Zhang Guoqi Li 26 7 0 05 Jun 2024
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 25 0 0 04 Jun 2024
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning Yaxin Li Qi Xu Jiangrong Shen Hongming Xu Long Chen Gang Pan 31 5 0 03 Jun 2024
Pedestrian intention prediction in Adverse Weather Conditions with Spiking Neural Networks and Dynamic Vision Sensors Mustafa Sakhai Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 24 3 0 01 Jun 2024
Autaptic Synaptic Circuit Enhances Spatio-temporal Predictive Learning of Spiking Neural Networks Lihao Wang Zhaofei Yu 40 4 0 01 Jun 2024
Understanding the Convergence in Balanced Resonate-and-Fire Neurons Saya Higuchi S. Bohté Sebastian Otte 29 1 0 01 Jun 2024
Flexible and Efficient Surrogate Gradient Modeling with Forward Gradient Injection Sebastian Otte MedIm 22 1 0 31 May 2024
Robust Stable Spiking Neural Networks Jianhao Ding Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang AAML 20 5 0 31 May 2024
LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising Yuxing Duan Shihan Peng Lin Zhu Wei Zhang Yi Chang Sheng Zhong Luxin Yan 24 6 0 30 May 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 25 3 0 30 May 2024
Autonomous Driving with Spiking Neural Networks Rui-Jie Zhu Ziqing Wang Leilani H. Gilpin Jason Eshraghian 21 6 0 30 May 2024
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 17 4 0 27 May 2024
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost Jiakui Hu Man Yao Xuerui Qiu Yuhong Chou Yuxuan Cai Ning Qiao Yonghong Tian Boxing Xu Guoqi Li AI4CE 24 1 0 26 May 2024
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators Changze Lv Dongqi Han Yansen Wang Xiaoqing Zheng Xuanjing Huang Dongsheng Li 22 0 0 23 May 2024
Advancing Spiking Neural Networks towards Multiscale Spatiotemporal Interaction Learning Yimeng Shan Malu Zhang Rui-jie Zhu Xuerui Qiu Jason Eshraghian Haicheng Qu 26 6 0 22 May 2024
Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba Hongwei Ren Yue Zhou Jiadong Zhu Haotian Fu Yulong Huang Xiaopeng Lin Yuetong Fang Fei Ma Hao Yu Bo-Xun Cheng Mamba 38 9 0 09 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 35 9 0 06 May 2024
Stochastic Spiking Neural Networks with First-to-Spike Coding Yi Jiang Sen Lu Abhronil Sengupta 14 0 0 26 Apr 2024
Adapting to time: Why nature may have evolved a diverse set of neurons Karim G. Habashy Benjamin D. Evans Dan F. M. Goodman Jeffrey S. Bowers 9 0 0 22 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 18 3 0 15 Apr 2024
Scene Adaptive Sparse Transformer for Event-based Object Detection Yansong Peng Hebei Li Yueyi Zhang Xiaoyan Sun Feng Wu ViT 30 11 0 02 Apr 2024
SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding Wenrui Li Xiaopeng Hong Ruiqin Xiong Xiaopeng Fan Mamba 47 17 0 01 Apr 2024
Spikewhisper: Temporal Spike Backdoor Attacks on Federated Neuromorphic Learning over Low-power Devices Hanqing Fu Gaolei Li Jun Wu Jianhua Li Xi Lin Kai Zhou Yuchen Liu AAML 20 1 0 27 Mar 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 18 3 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 26 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 34 13 0 25 Mar 2024
SFOD: Spiking Fusion Object Detector Yimeng Fan Wei Zhang Changsong Liu Mingyang Li Wen-Cai Lu 24 6 0 22 Mar 2024
SpikingResformer: Bridging ResNet and Vision Transformer in Spiking Neural Networks Xinyu Shi Zecheng Hao Zhaofei Yu 19 25 0 21 Mar 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 14 9 0 19 Mar 2024
Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention Soikat Hasan Ahmed Jan Finkbeiner Emre Neftci 28 0 0 15 Mar 2024