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Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network

19 February 2020

Papers citing "Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network"

44 / 44 papers shown

Title
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks Kai Sun Peibo Duan Levin Kuhlmann Beilun Wang Bin Zhang 102 0 0 15 May 2025
Embodied Neuromorphic Control Applied on a 7-DOF Robotic Manipulator Ziqi Wang Jingyue Zhao Jichao Yang Yijiao Wang Xun Xiao Yongqian Li Chao Xiao Lei Wang 43 0 0 17 Apr 2025
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media Ning Zhang Timothy Shea A. Nurmikko 104 0 0 07 Jan 2025
Event Stream based Human Action Recognition: A High-Definition Benchmark Dataset and Algorithms Xiao Wang Shiao Wang Pengpeng Shao Bo Jiang Lin Zhu Yonghong Tian 349 3 0 19 Aug 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 104 2 0 27 Jun 2024
When Spiking neural networks meet temporal attention image decoding and adaptive spiking neuron Xuerui Qiu Zheng Luan Zhaorui Wang Rui-jie Zhu 107 5 0 05 Jun 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 83 3 0 23 May 2024
TIM: An Efficient Temporal Interaction Module for Spiking Transformer Sicheng Shen Dongcheng Zhao Guobin Shen Yi Zeng AI4TS 105 7 0 22 Jan 2024
Uncertainty-aware Bridge based Mobile-Former Network for Event-based Pattern Recognition Haoxiang Yang Chengguo Yuan Yabin Zhu Langlang Chen Tianlin Li Jin Tang 88 0 0 20 Jan 2024
Multi-Modal Representation Learning for Molecular Property Prediction: Sequence, Graph, Geometry Zeyu Wang Tianyi Jiang Jinhuan Wang Qi Xuan AI4CE 148 8 0 07 Jan 2024
Learning Bottleneck Transformer for Event Image-Voxel Feature Fusion based Classification Chengguo Yuan Yu Jin Zong-Yao Wu Fanting Wei Yangzirui Wang Langlang Chen Tianlin Li ViT 144 7 0 23 Aug 2023
Neuromorphic Online Learning for Spatiotemporal Patterns with a Forward-only Timeline Zhenhang Zhang Jingang Jin Haowen Fang Qinru Qiu 81 1 0 21 Jul 2023
Why Deep Models Often cannot Beat Non-deep Counterparts on Molecular Property Prediction? Jun Xia Lecheng Zhang Xiao Zhu Stan Z. Li 110 4 0 30 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 80 4 0 08 Jun 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 40 0 0 26 Apr 2023
Molecular Property Prediction by Semantic-invariant Contrastive Learning Ziqiao Zhang Ailin Xie Jihong Guan Shuigeng Zhou 47 6 0 13 Mar 2023
Activity Cliff Prediction: Dataset and Benchmark Ziqiao Zhang Bangyi Zhao Ailin Xie Yatao Bian Shuigeng Zhou 100 11 0 15 Feb 2023
Molecular Joint Representation Learning via Multi-modal Information Tianyu Wu Yang Tang Qiyu Sun Luolin Xiong 62 15 0 25 Nov 2022
Leveraging Orbital Information and Atomic Feature in Deep Learning Model Xiangru Yang 90 0 0 29 Oct 2022
Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks Lang Feng Qianhui Liu Huajin Tang De Ma Gang Pan 71 46 0 12 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 96 40 0 11 Oct 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 104 13 0 07 Sep 2022
Can Pre-trained Models Really Learn Better Molecular Representations for AI-aided Drug Discovery? Ziqiao Zhang Yatao Bian Ailin Xie Peng Han Long-Kai Huang Shuigeng Zhou 65 5 0 21 Aug 2022
Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes Shuo-feng Zhang Yang Liu Lei Xie GNN AI4CE 89 12 0 06 Jun 2022
Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction Jiahua Rao Shuangjia Zheng Sijie Mai Yuedong Yang 117 12 0 12 May 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 95 3 0 21 Apr 2022
MolGenSurvey: A Systematic Survey in Machine Learning Models for Molecule Design Yuanqi Du Tianfan Fu Jimeng Sun Shengchao Liu AI4CE 190 91 0 28 Mar 2022
Knowledge-informed Molecular Learning: A Survey on Paradigm Transfer Yin Fang Zhuo Chen Xiaohui Fan Qiang Zhang 110 4 0 17 Feb 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 130 75 0 24 Jan 2022
SPViT: Enabling Faster Vision Transformers via Soft Token Pruning Zhenglun Kong Zhaoyang Han Xiaolong Ma Xin Meng Mengshu Sun ... Geng Yuan Bin Ren Minghai Qin Hao Tang Yanzhi Wang ViT 102 154 0 27 Dec 2021
Molecular Contrastive Learning with Chemical Element Knowledge Graph Yin Fang Qiang Zhang Haihong Yang Xiang Zhuang Shumin Deng Wen Zhang Minghai Qin Zhuo Chen Xiaohui Fan Huajun Chen 73 112 0 01 Dec 2021
Deep Molecular Representation Learning via Fusing Physical and Chemical Information Shuwen Yang Ziyao Li Guojie Song Lingsheng Cai AI4CE 102 31 0 28 Nov 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 71 56 0 17 Oct 2021
Structure-aware Interactive Graph Neural Networks for the Prediction of Protein-Ligand Binding Affinity Shuangli Li Jingbo Zhou Tong Xu Liang Huang Fan Wang Haoyi Xiong Weili Huang Dejing Dou Hui Xiong MLAU 170 169 0 21 Jul 2021
Learning Attributed Graph Representations with Communicative Message Passing Transformer Jianwen Chen Shuangjia Zheng Ying Song Jiahua Rao Yuedong Yang 101 47 0 19 Jul 2021
Quantitative Evaluation of Explainable Graph Neural Networks for Molecular Property Prediction Jiahua Rao Shuangjia Zheng Yuedong Yang 106 48 0 01 Jul 2021
Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong ... Hongwu Peng Ning Liu Ao Ren Jinhui Wang Yanzhi Wang AAML 108 33 0 16 Jun 2021
Knowledge-aware Contrastive Molecular Graph Learning Yin Fang Haihong Yang Zhuang Xiang Xin Shao Xiaohui Fan Huajun Chen 59 19 0 24 Mar 2021
Combining Spiking Neural Network and Artificial Neural Network for Enhanced Image Classification Naoya Muramatsu Haiyun Yu 53 3 0 21 Feb 2021
Communicative Message Passing for Inductive Relation Reasoning Sijie Mai Shuangjia Zheng Yuedong Yang Haifeng Hu LRM 87 104 0 16 Dec 2020
Comparison of Atom Representations in Graph Neural Networks for Molecular Property Prediction Agnieszka Pocha Tomasz Danel Lukasz Maziarka GNN 66 8 0 23 Nov 2020
Ensembles of Spiking Neural Networks Georgiana Neculae Oliver Rhodes Gavin Brown 41 4 0 15 Oct 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 186 534 0 11 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 48 16 0 07 Jul 2020