Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 337 papers shown

Title
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 102 12 0 01 Feb 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 120 27 0 27 Jan 2023
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks Fenglei Fan Yingxin Li Hanchuan Peng T. Zeng Fei Wang 65 6 0 23 Jan 2023
In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision Gourav Datta Zeyu Liu Md. Abdullah-Al Kaiser Souvik Kundu Joe Mathai Zihan Yin Ajey P. Jacob Akhilesh R. Jaiswal Peter A. Beerel 91 12 0 21 Dec 2022
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu Peter A. Beerel 89 9 0 20 Dec 2022
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 52 1 0 15 Dec 2022
Recurrent Vision Transformers for Object Detection with Event Cameras Mathias Gehrig Davide Scaramuzza 133 134 0 11 Dec 2022
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 66 4 0 08 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 84 15 0 02 Dec 2022
Timing-Based Backpropagation in Spiking Neural Networks Without Single-Spike Restrictions Kakei Yamamoto Yusuke Sakemi Kazuyuki Aihara 62 2 0 29 Nov 2022
PC-SNN: Supervised Learning with Local Hebbian Synaptic Plasticity based on Predictive Coding in Spiking Neural Networks Mengting Lan Xiaogang Xiong Zixuan Jiang Y. Lou 46 4 0 24 Nov 2022
Pushing the Limits of Asynchronous Graph-based Object Detection with Event Cameras Daniel Gehrig Davide Scaramuzza GNN 65 32 0 22 Nov 2022
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities Shristi Das Biswas Adarsh Kosta C. Liyanagedera M. Apolinario Kaushik Roy 104 20 0 19 Nov 2022
SMS: Spiking Marching Scheme for Efficient Long Time Integration of Differential Equations Qian Zhang Adar Kahana George Karniadakis P. Stinis 62 9 0 17 Nov 2022
Motif-topology improved Spiking Neural Network for the Cocktail Party Effect and McGurk Effect Shuncheng Jia Tielin Zhang Ruichen Zuo Bo Xu 60 0 0 12 Nov 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles Peter A. Beerel 157 11 0 23 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 45 0 12 Oct 2022
Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware Peyton S. Chandarana Mohammadreza Mohammadi J. Seekings Ramtin Zand 73 6 0 10 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 94 68 0 09 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 105 6 0 04 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 227 264 0 29 Sep 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking Di Zhang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 63 10 0 24 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 90 14 0 22 Sep 2022
RGB-Event Fusion for Moving Object Detection in Autonomous Driving Zhuyun Zhou Zongwei Wu Rémi Boutteau Fan Yang C. Demonceaux D. Ginhac 113 44 0 17 Sep 2022
Sub-mW Neuromorphic SNN audio processing applications with Rockpool and Xylo Hannah Bos Dylan R. Muir 51 24 0 27 Aug 2022
Encoding Integers and Rationals on Neuromorphic Computers using Virtual Neuron Prasanna Date Shruti R. Kulkarni Aaron R. Young Catherine D. Schuman T. Potok Jeffrey S. Vetter 60 6 0 15 Aug 2022
Making a Spiking Net Work: Robust brain-like unsupervised machine learning Peter G. Stratton Andrew Wabnitz Chip Essam A. Cheung T. Hamilton OOD 73 4 0 02 Aug 2022
A temporally and spatially local spike-based backpropagation algorithm to enable training in hardware Anmol Biswas V. Saraswat U. Ganguly AAML 54 1 0 20 Jul 2022
An Unsupervised STDP-based Spiking Neural Network Inspired By Biologically Plausible Learning Rules and Connections Yiting Dong Dongcheng Zhao Yang Li Yi Zeng SSL 78 39 0 06 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 129 48 0 04 Jul 2022
Fluctuation-driven initialization for spiking neural network training Julian Rossbroich Julia Gygax Friedemann Zenke 66 30 0 21 Jun 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 121 61 0 21 Jun 2022
SpikiLi: A Spiking Simulation of LiDAR based Real-time Object Detection for Autonomous Driving S. Mohapatra Thomas Mesquida Mona Hodaei S. Yogamani H. Gotzig Patrick Mäder 3DPC 71 1 0 06 Jun 2022
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Zihao Zhao Yanhong Wang Qiaosha Zou Tie Xu Fangbo Tao Jiansong Zhang Xiaoan Wang Chuanjin Richard Shi Junwen Luo Yuan Xie 90 1 0 04 Jun 2022
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks Luke Taylor Andrew J. King N. Harper AAML 57 9 0 30 May 2022
Spikemax: Spike-based Loss Methods for Classification S. Shrestha Longwei Zhu Pengfei Sun 88 15 0 19 May 2022
Spiking Neural Operators for Scientific Machine Learning Adar Kahana Qian Zhang Leonard Gleyzer George Karniadakis 65 9 0 17 May 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 90 24 0 06 May 2022
Spiking Graph Convolutional Networks Zulun Zhu Jiaying Peng Jintang Li Liang Chen Qi Yu Siqiang Luo GNN 62 46 0 05 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
Event Transformer Bin Jiang Zhihao Li M. Salman Asif Xun Cao Zhan Ma ViT 68 1 0 11 Apr 2022
Signal Propagation: A Framework for Learning and Inference In a Forward Pass Adam A. Kohan E. Rietman H. Siegelmann 75 27 0 04 Apr 2022
Deep Learning in Spiking Phasor Neural Networks Connor Bybee E. P. Frady Friedrich T. Sommer 55 7 0 01 Apr 2022
AEGNN: Asynchronous Event-based Graph Neural Networks S. Schaefer Daniel Gehrig Davide Scaramuzza GNN 91 149 0 31 Mar 2022
Brain inspired neuronal silencing mechanism to enable reliable sequence identification Shiri Hodassman Yuval Meir Karin Kisos Itamar Ben-Noam Yael Tugendhaft A. Goldental R. Vardi Ido Kanter 52 2 0 24 Mar 2022
Ultra-low Latency Spiking Neural Networks with Spatio-Temporal Compression and Synaptic Convolutional Block Changqin Xu Yi Liu Yintang Yang 42 7 0 18 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 108 78 0 11 Mar 2022
Ensemble plasticity and network adaptability in SNNs Mahima Milinda Alwis Weerasinghe David Parry Grace I. Wang Jacqueline L. Whalley 49 2 0 11 Mar 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 240 257 0 24 Feb 2022
Navigating Local Minima in Quantized Spiking Neural Networks Jason K. Eshraghian Corey Lammie M. R. Azghadi Wei D. Lu 44 16 0 15 Feb 2022