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
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 11 36 0 28 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 25 39 0 21 Feb 2023
NU-AIR -- A Neuromorphic Urban Aerial Dataset for Detection and Localization of Pedestrians and Vehicles Craig Iaboni Thomas Kelly Pramod Abichandani 6 2 0 18 Feb 2023
KLIF: An optimized spiking neuron unit for tuning surrogate gradient slope and membrane potential Chunming Jiang Yilei Zhang 17 14 0 18 Feb 2023
Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition Pengfei Sun E. Eqlimi Yansong Chua P. Devos Dick Botteldooren 24 18 0 16 Feb 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 8 18 0 13 Feb 2023
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data Gorka Abad Oguzhan Ersoy S. Picek A. Urbieta AAML 8 17 0 13 Feb 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 17 53 0 04 Feb 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 11 11 0 01 Feb 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking Patterns Guobin Shen Dongcheng Zhao Yi Zeng 16 10 0 29 Jan 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 13 22 0 27 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 13 3 0 23 Jan 2023
Improving Reliability of Spiking Neural Networks through Fault Aware Threshold Voltage Optimization Ayesha Siddique K. A. Hoque 14 5 0 12 Jan 2023
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu P. Beerel 11 9 0 20 Dec 2022
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 6 1 0 15 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 6 31 0 26 Nov 2022
Spikeformer: A Novel Architecture for Training High-Performance Low-Latency Spiking Neural Network Yudong Li Yunlin Lei Xu Yang 8 26 0 19 Nov 2022
Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognition Mohamed Sadek Bouanane D. Cherifi Elisabetta Chicca Lyes Khacef 16 13 0 14 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 17 2 0 04 Nov 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 4 79 0 25 Oct 2022
Real Spike: Learning Real-valued Spikes for Spiking Neural Networks Yu-Zhu Guo Liwen Zhang Y. Chen Xinyi Tong Xiaode Liu Yinglei Wang Xuhui Huang Zhe Ma 20 29 0 13 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 28 36 0 11 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 32 59 0 09 Oct 2022
An Energy-Efficient Spiking Neural Network for Finger Velocity Decoding for Implantable Brain-Machine Interface Jiawei Liao Lars Widmer Xiaying Wang Alfio Di Mauro Samuel R. Nason-Tomaszewski C. Chestek Luca Benini Taekwang Jang 11 11 0 07 Oct 2022
Spiking neural networks for nonlinear regression Alexander Henkes Jason Eshraghian Henning Wessels 29 26 0 06 Oct 2022
Masked Spiking Transformer Ziqing Wang Yuetong Fang Jiahang Cao Qiang Zhang Zhongrui Wang Renjing Xu 12 37 0 03 Oct 2022
Spiking Neural Networks for event-based action recognition: A new task to understand their advantage Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor J. Bihl 11 7 0 29 Sep 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 140 231 0 29 Sep 2022
Attention Spiking Neural Networks Man Yao Guangshe Zhao Hengyu Zhang Yifan Hu Lei Deng Yonghong Tian Bo Xu Guoqi Li 20 157 0 28 Sep 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 13 20 0 22 Sep 2022
A Spatial-channel-temporal-fused Attention for Spiking Neural Networks Wuque Cai Hongze Sun Rui Liu Yan Cui Jun Wang Yang Xia D. Yao Daqing Guo 11 12 0 22 Sep 2022
Adaptive-SpikeNet: Event-based Optical Flow Estimation using Spiking Neural Networks with Learnable Neuronal Dynamics Adarsh Kosta Kaushik Roy 27 26 0 21 Sep 2022
Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples Nuo Xu Kaleel Mahmood Haowen Fang Ethan Rathbun Caiwen Ding Wujie Wen AAML 19 12 0 07 Sep 2022
Spiking GATs: Learning Graph Attentions via Spiking Neural Network Beibei Wang Bo Jiang GNN 22 5 0 05 Sep 2022
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Jintang Li Zhouxin Yu Zulun Zhu Liang Chen Qi Yu Zibin Zheng Sheng Tian Ruofan Wu Changhua Meng GNN 16 16 0 15 Aug 2022
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 6 0 0 01 Aug 2022
Training Stronger Spiking Neural Networks with Biomimetic Adaptive Internal Association Neurons Haibo Shen Yihao Luo Xiang Cao Liangqi Zhang Juyu Xiao Tianjiang Wang 8 1 0 24 Jul 2022
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain Simulation Yi Zeng Dongcheng Zhao Feifei Zhao Guobin Shen Yiting Dong ... Xin Liu Chen-Yu Du Qingqun Kong Zizhe Ruan Weida Bi 27 67 0 18 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 4 46 0 04 Jul 2022
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks Rui-Jie Zhu Tian-Jing Zhang Qihang Zhao Haoyu Deng Yule Duan Liang-Jian Deng AI4TS 23 34 0 21 Jun 2022
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars Abhiroop Bhattacharjee Youngeun Kim Abhishek Moitra Priyadarshini Panda 14 15 0 20 Jun 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 6 12 0 19 Jun 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 12 29 0 13 Jun 2022
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks Hongze Sun Wuque Cai Baoxin Yang Yan Cui Yang Xia D. Yao Daqing Guo 23 5 0 10 Jun 2022
2D versus 3D Convolutional Spiking Neural Networks Trained with Unsupervised STDP for Human Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 3DH 6 5 0 26 May 2022
EventMix: An Efficient Augmentation Strategy for Event-Based Data Guobin Shen Dongcheng Zhao Yijing Zeng AI4TS 21 12 0 24 May 2022
Spikemax: Spike-based Loss Methods for Classification S. Shrestha Longwei Zhu Pengfei Sun 11 15 0 19 May 2022
Object Detection with Spiking Neural Networks on Automotive Event Data Loic Cordone Benoit Miramond Philippe Thiérion 12 92 0 09 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 38 23 0 06 May 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 15 133 0 01 May 2022