Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 333 papers shown

Title
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu Peter A. Beerel 35 9 0 20 Dec 2022
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 26 1 0 15 Dec 2022
Recurrent Vision Transformers for Object Detection with Event Cameras Mathias Gehrig Davide Scaramuzza 45 122 0 11 Dec 2022
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 27 4 0 08 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 35 15 0 02 Dec 2022
Timing-Based Backpropagation in Spiking Neural Networks Without Single-Spike Restrictions Kakei Yamamoto Yusuke Sakemi Kazuyuki Aihara 16 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 19 4 0 24 Nov 2022
Pushing the Limits of Asynchronous Graph-based Object Detection with Event Cameras Daniel Gehrig Davide Scaramuzza GNN 41 29 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 39 18 0 19 Nov 2022
SMS: Spiking Marching Scheme for Efficient Long Time Integration of Differential Equations Qian Zhang Adar Kahana George Karniadakis P. Stinis 24 8 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 24 0 0 12 Nov 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles Peter A. Beerel 95 10 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 28 43 0 12 Oct 2022
Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware Peyton S. Chandarana Mohammadreza Mohammadi J. Seekings Ramtin Zand 41 6 0 10 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 50 61 0 09 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 33 5 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 147 249 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 24 9 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 33 12 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 62 39 0 17 Sep 2022
Sub-mW Neuromorphic SNN audio processing applications with Rockpool and Xylo Hannah Bos Dylan R. Muir 19 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 31 5 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 34 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 26 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 18 34 0 06 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 34 46 0 04 Jul 2022
Fluctuation-driven initialization for spiking neural network training Julian Rossbroich Julia Gygax Friedemann Zenke 15 26 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 44 57 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 39 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 45 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 34 9 0 30 May 2022
Spikemax: Spike-based Loss Methods for Classification S. Shrestha Longwei Zhu Pengfei Sun 31 15 0 19 May 2022
Spiking Neural Operators for Scientific Machine Learning Adar Kahana Qian Zhang Leonard Gleyzer George Karniadakis 39 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 59 24 0 06 May 2022
Spiking Graph Convolutional Networks Zulun Zhu Jiaying Peng Jintang Li Liang Chen Qi Yu Siqiang Luo GNN 25 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 35 3 0 21 Apr 2022
Event Transformer Bin Jiang Zhihao Li Ulugbek S. Kamilov Xun Cao Zhan Ma ViT 38 0 0 11 Apr 2022
Signal Propagation: A Framework for Learning and Inference In a Forward Pass Adam A. Kohan E. Rietman H. Siegelmann 27 26 0 04 Apr 2022
Deep Learning in Spiking Phasor Neural Networks Connor Bybee E. P. Frady Friedrich T. Sommer 21 6 0 01 Apr 2022
AEGNN: Asynchronous Event-based Graph Neural Networks S. Schaefer Daniel Gehrig Davide Scaramuzza GNN 26 142 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 19 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 24 7 0 18 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 36 75 0 11 Mar 2022
Ensemble plasticity and network adaptability in SNNs Mahima Milinda Alwis Weerasinghe David Parry Grace I. Wang Jacqueline L. Whalley 24 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 133 250 0 24 Feb 2022
Navigating Local Minima in Quantized Spiking Neural Networks Jason K. Eshraghian Corey Lammie M. R. Azghadi Wei D. Lu 25 16 0 15 Feb 2022
Motif-topology and Reward-learning improved Spiking Neural Network for Efficient Multi-sensory Integration Shuncheng Jia Ruichen Zuo Tielin Zhang Hongxing Liu Bo Xu 21 13 0 11 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 106 89 0 03 Feb 2022
Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks? Youngeun Kim Hyoungseob Park Abhishek Moitra Abhiroop Bhattacharjee Yeshwanth Venkatesha Priyadarshini Panda AAML MQ 34 66 0 31 Jan 2022
Event-based Video Reconstruction via Potential-assisted Spiking Neural Network Lin Zhu Tianlin Li Yi Chang Jianing Li Tiejun Huang Yonghong Tian 32 93 0 25 Jan 2022