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
SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Dong Chen Shuai Zheng Muhao Xu Zhenfeng Zhu Yao-Min Zhao 23 3 0 11 Mar 2024
Parallel Hyperparameter Optimization Of Spiking Neural Network Thomas Firmin Pierre Boulet El-Ghazali Talbi 14 3 0 01 Mar 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 19 0 0 25 Feb 2024
TDE-3: An improved prior for optical flow computation in spiking neural networks Matthew Yedutenko Federico Paredes-Valles Lyes Khacef Guido de Croon 30 0 0 18 Feb 2024
SpikeNAS: A Fast Memory-Aware Neural Architecture Search Framework for Spiking Neural Network-based Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 17 0 0 17 Feb 2024
Towards Improved Imbalance Robustness in Continual Multi-Label Learning with Dual Output Spiking Architecture (DOSA) Sourav Mishra Shirin Dora Suresh Sundaram OOD 10 1 0 07 Feb 2024
Neuromorphic hardware for sustainable AI data centers Bernhard Vogginger A. Rostami Vaibhav Jain Sirine Arfa Andreas Hantsch ... Ulrike Faltings Hector A. Gonzalez Chen Liu Christian Mayr Wolfgang Maaß 21 10 0 04 Feb 2024
Efficient and Effective Time-Series Forecasting with Spiking Neural Networks Changze Lv Yansen Wang Dongqi Han Xiaoqing Zheng Xuanjing Huang Dongsheng Li AI4TS TPM 19 4 0 02 Feb 2024
Balanced Resonate-and-Fire Neurons Saya Higuchi Sebastian Kairat S. Bohté Sebastian Otte 11 3 0 02 Feb 2024
Spiking CenterNet: A Distillation-boosted Spiking Neural Network for Object Detection Lennard Bodden Franziska Schwaiger Duc Bach Ha Lars Kreuzberg Sven Behnke 14 2 0 02 Feb 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang-Yu He Yiting Dong Dongcheng Zhao Yi Zeng 21 3 0 01 Feb 2024
TIM: An Efficient Temporal Interaction Module for Spiking Transformer Sicheng Shen Dongcheng Zhao Guobin Shen Yi Zeng AI4TS 21 5 0 22 Jan 2024
Uncertainty-aware Bridge based Mobile-Former Network for Event-based Pattern Recognition Haoxiang Yang Chengguo Yuan Yabin Zhu Langlang Chen Xiao Wang Jin Tang 48 0 0 20 Jan 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 11 2 0 09 Jan 2024
Fully Spiking Actor Network with Intra-layer Connections for Reinforcement Learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 16 6 0 09 Jan 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 19 0 0 05 Jan 2024
ShapeAug: Occlusion Augmentation for Event Camera Data Katharina Bendig René Schuster Didier Stricker 56 6 0 04 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 29 27 0 04 Jan 2024
Relating Events and Frames Based on Self-Supervised Learning and Uncorrelated Conditioning for Unsupervised Domain Adaptation Mohammad Rostami Dayuan Jian 24 0 0 02 Jan 2024
Event-based Shape from Polarization with Spiking Neural Networks Pengxin Kang Srutarshi Banerjee Henry H. Chopp Aggelos K. Katsaggelos O. Cossairt 11 1 0 26 Dec 2023
Deep Pulse-Coupled Neural Networks Zexiang Yi Jing Lian Yunliang Qi Zhaofei Yu Huajin Tang Yide Ma Jizhao Liu 21 2 0 24 Dec 2023
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Jindong Li Kang Sun Yi Zeng 24 5 0 12 Dec 2023
Fully Spiking Denoising Diffusion Implicit Models Ryo Watanabe Yusuke Mukuta Tatsuya Harada DiffM 18 3 0 04 Dec 2023
Semantic-Aware Frame-Event Fusion based Pattern Recognition via Large Vision-Language Models Dong Li Jiandong Jin Yuhao Zhang Yanlin Zhong Yaoyang Wu Lan Chen Xiao Wang Bin Luo 49 5 0 30 Nov 2023
SparseSpikformer: A Co-Design Framework for Token and Weight Pruning in Spiking Transformer Yue Liu Shanlin Xiao Bo Li Zhiyi Yu 24 3 0 15 Nov 2023
Brain-Inspired Spiking Neural Networks for Industrial Fault Diagnosis: A Survey, Challenges, and Opportunities Huan Wang Yanfang Li Konstantinos C. Gryllias AI4CE 25 4 0 13 Nov 2023
SynA-ResNet: Spike-driven ResNet Achieved through OR Residual Connection Yimeng Shan Xuerui Qiu Rui-jie Zhu Jason Eshraghian Malu Zhang Haicheng Qu 11 1 0 11 Nov 2023
Estimating Post-Synaptic Effects for Online Training of Feed-Forward SNNs Thomas M. Summe Clemens J. S. Schaefer Siddharth Joshi 21 1 0 07 Nov 2023
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks Jiechen Chen Sangwoo Park Osvaldo Simeone 17 4 0 25 Oct 2023
Tensor Decomposition Based Attention Module for Spiking Neural Networks Haoyu Deng Rui-jie Zhu Xuerui Qiu Yule Duan Malu Zhang Liang-Jian Deng 12 13 0 23 Oct 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 21 0 0 15 Oct 2023
SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognition Hongwei Ren Yue Zhou Yulong Huang Haotian Fu Xiaopeng Lin Jie Song Bo-Xun Cheng 13 17 0 11 Oct 2023
Energy-Efficient Visual Search by Eye Movement and Low-Latency Spiking Neural Network Yunhui Zhou Dongqi Han Yuguo Yu 3DH 21 0 0 10 Oct 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 15 9 0 10 Oct 2023
Fully Spiking Neural Network for Legged Robots Xiaoyang Jiang Qiang Zhang Jingkai Sun Jiahang Cao Jingtong Ma Renjing Xu 15 5 0 08 Oct 2023
GET: Group Event Transformer for Event-Based Vision Yansong Peng Yueyi Zhang Zhiwei Xiong Xiaoyan Sun Feng Wu 22 37 0 04 Oct 2023
SpikeMOT: Event-based Multi-Object Tracking with Sparse Motion Features Song Wang Zhu Wang Can Li Xiaojuan Qi Hayden Kwok-Hay So 29 0 0 29 Sep 2023
Autonomous Driving using Spiking Neural Networks on Dynamic Vision Sensor Data: A Case Study of Traffic Light Change Detection Xuelei Chen Sotirios Spanogianopoulos 22 1 0 27 Sep 2023
Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks Sina Khajehabdollahi Roxana Zeraati E. Giannakakis T. Schafer Georg Martius Anna Levina LRM 22 5 0 22 Sep 2023
SpikingNeRF: Making Bio-inspired Neural Networks See through the Real World Xing-Hua Yao Qinghao Hu Tielong Liu Zitao Mo Zeyu Zhu Zhengyang Zhuge Jia Cheng 15 3 0 20 Sep 2023
Co-learning synaptic delays, weights and adaptation in spiking neural networks Lucas Deckers Lauren Damme Ing Jyh Tsang W. V. Leekwijck Steven Latré 8 10 0 12 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 24 3 0 11 Sep 2023
Learning Spiking Neural Network from Easy to Hard task Lingling Tang Jiangtao Hu Hua Yu Surui Liu Jielei Chu 25 0 0 09 Sep 2023
Spiking Structured State Space Model for Monaural Speech Enhancement Yu Du Xu Liu Yansong Chua 11 15 0 07 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 17 3 0 29 Aug 2023
SpikeBERT: A Language Spikformer Learned from BERT with Knowledge Distillation Changze Lv Tianlong Li Jianhan Xu Chenxi Gu Zixuan Ling Cenyuan Zhang Xiaoqing Zheng Xuanjing Huang 26 6 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 17 16 0 25 Aug 2023
Learning Bottleneck Transformer for Event Image-Voxel Feature Fusion based Classification Chengguo Yuan Yu Jin Zong-Yao Wu Fanting Wei Yangzirui Wang Langlang Chen Xiao Wang ViT 82 5 0 23 Aug 2023
Spiking-Diffusion: Vector Quantized Discrete Diffusion Model with Spiking Neural Networks Mingxuan Liu Jie Gan Rui Wen Tao Li Yongli Chen Hong Chen DiffM MQ 16 7 0 20 Aug 2023
Artificial-Spiking Hierarchical Networks for Vision-Language Representation Learning Ye-Ting Chen Siyu Zhang Yaoru Sun Weijian Liang Haoran Wang 26 0 0 18 Aug 2023