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Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks

8 June 2017

Lei Deng

Jun Zhu

Papers citing "Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks"

50 / 415 papers shown

Title
Event Transformer. A sparse-aware solution for efficient event data processing Alberto Sabater Luis Montesano Ana C. Murillo 86 52 0 07 Apr 2022
A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management Amir Saeidi Forouzan Fallah Soroush Barmaki Hamed Farbeh 64 11 0 26 Mar 2022
Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing Algorithm Matteo Spallanzani G. P. Leonardi Luca Benini 38 3 0 21 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 101 78 0 11 Mar 2022
Rethinking the role of normalization and residual blocks for spiking neural networks Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada N. Natori 69 17 0 03 Mar 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 230 257 0 24 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 78 68 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 81 98 0 25 Jan 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 104 92 0 23 Jan 2022
Improving Spiking Neural Network Accuracy Using Time-based Neurons Hanseok Kim Woo-Seok Choi 35 7 0 05 Jan 2022
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 81 96 0 15 Dec 2021
Efficient Training of Spiking Neural Networks with Temporally-Truncated Local Backpropagation through Time Wenzhe Guo M. Fouda A. Eltawil K. Salama 51 12 0 13 Dec 2021
Advancing Deep Residual Learning by Solving the Crux of Degradation in Spiking Neural Networks Yifan Hu Yujie Wu Lei Deng Guoqi Li 56 5 0 09 Dec 2021
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 58 12 0 25 Nov 2021
Continuous learning of spiking networks trained with local rules D. Antonov K. Sviatov S. Sukhov 54 13 0 18 Nov 2021
Spiking CapsNet: A Spiking Neural Network With A Biologically Plausible Routing Rule Between Capsules Dongcheng Zhao Yang Li Yi Zeng Jihang Wang Qian Zhang 91 29 0 15 Nov 2021
BioLeaF: A Bio-plausible Learning Framework for Training of Spiking Neural Networks Yukun Yang Peng Li 70 3 0 14 Nov 2021
Keys to Accurate Feature Extraction Using Residual Spiking Neural Networks Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor Bihl University of Strathclyde 53 22 0 10 Nov 2021
Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity Vladimir A. Ivanov Konstantinos Michmizos 67 35 0 26 Oct 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 71 55 0 17 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 101 81 0 14 Oct 2021
HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep Spiking Neural Networks by Training with Crafted Input Noise Souvik Kundu Massoud Pedram Peter A. Beerel AAML 86 75 0 06 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 77 16 0 06 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 83 41 0 01 Oct 2021
Spiking Hyperdimensional Network: Neuromorphic Models Integrated with Memory-Inspired Framework Zhuowen Zou H. Alimohamadi Farhad Imani Yeseong Kim Mohsen Imani 106 19 0 01 Oct 2021
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 182 66 0 29 Sep 2021
Training Spiking Neural Networks Using Lessons From Deep Learning Jason K. Eshraghian Max Ward Emre Neftci Xinxin Wang Gregor Lenz Girish Dwivedi Bennamoun Doo Seok Jeong Wei D. Lu 133 464 0 27 Sep 2021
BioLCNet: Reward-modulated Locally Connected Spiking Neural Networks Hafez Ghaemi Erfan Mirzaei Mahbod Nouri Saeed Reza Kheradpisheh 58 2 0 12 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 50 15 0 31 Aug 2021
Distilling Neuron Spike with High Temperature in Reinforcement Learning Agents Ling Zhang Jian Cao Yuan Zhang Bohan Zhou Shuo Feng 46 9 0 05 Aug 2021
Composing Recurrent Spiking Neural Networks using Locally-Recurrent Motifs and Risk-Mitigating Architectural Optimization Wenrui Zhang Hejia Geng Peng Li 44 5 0 04 Aug 2021
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks Ling Liang Zheng Qu Zhaodong Chen Fengbin Tu Yujie Wu Lei Deng Guoqi Li Peng Li Yuan Xie 61 28 0 25 Jul 2021
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification Man Yao Huanhuan Gao Guangshe Zhao Dingheng Wang Yihan Lin Zhao-Xu Yang Guoqi Li AI4TS 71 161 0 25 Jul 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 64 14 0 16 Jul 2021
CarSNN: An Efficient Spiking Neural Network for Event-Based Autonomous Cars on the Loihi Neuromorphic Research Processor Alberto Viale Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 88 45 0 01 Jul 2021
Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning M. Xu Yujie Wu Lei Deng Faqiang Liu Guoqi Li Jing Pei GNN 38 28 0 30 Jun 2021
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks Yukun Yang Wenrui Zhang Peng Li AAML 167 27 0 22 Jun 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 62 41 0 13 Jun 2021
A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration Yuhang Li Shi-Wee Deng Xin Dong Ruihao Gong Shi Gu 73 195 0 13 Jun 2021
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 63 48 0 11 Jun 2021
Training Energy-Efficient Deep Spiking Neural Networks with Time-to-First-Spike Coding Seongsik Park Sungroh Yoon 43 9 0 04 Jun 2021
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural Networks J. Hagenaars Federico Paredes-Valles Guido de Croon 82 139 0 03 Jun 2021
A Study On the Effects of Pre-processing On Spatio-temporal Action Recognition Using Spiking Neural Networks Trained with STDP Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 23 5 0 31 May 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 75 42 0 27 May 2021
Pruning of Deep Spiking Neural Networks through Gradient Rewiring Yanqing Chen Zhaofei Yu Wei Fang Tiejun Huang Yonghong Tian 80 67 0 11 May 2021
In-Hardware Learning of Multilayer Spiking Neural Networks on a Neuromorphic Processor Amar Shrestha Haowen Fang D. Rider Zaidao Mei Qinru Qiu 74 27 0 08 May 2021
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks Sayeed Shafayet Chowdhury Isha Garg Kaushik Roy 64 40 0 26 Apr 2021
A Fully Spiking Hybrid Neural Network for Energy-Efficient Object Detection Biswadeep Chakraborty Xueyuan She Saibal Mukhopadhyay 98 51 0 21 Apr 2021
Visual Explanations from Spiking Neural Networks using Interspike Intervals Youngeun Kim Priyadarshini Panda AAML FAtt 78 47 0 26 Mar 2021
Time-Ordered Recent Event (TORE) Volumes for Event Cameras R. W. Baldwin Ruixu Liu Mohammed Almatrafi V. Asari Keigo Hirakawa AI4TS 86 109 0 10 Mar 2021