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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
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 206 207 0 28 Feb 2021
Combining Spiking Neural Network and Artificial Neural Network for Enhanced Image Classification Naoya Muramatsu Haiyun Yu 40 3 0 21 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 231 500 0 08 Feb 2021
Encrypted Internet traffic classification using a supervised Spiking Neural Network Ali Rasteh Floriane Delpech Carlos Aguilar-Melchor Romain Zimmer Saeed Bagheri Shouraki T. Masquelier 30 18 0 24 Jan 2021
A Spike Learning System for Event-driven Object Recognition Shibo Zhou Wei Wang Xiaohua Li Zhanpeng Jin 62 6 0 21 Jan 2021
Temporal Surrogate Back-propagation for Spiking Neural Networks Yukun Yang 43 1 0 18 Nov 2020
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing Zhenzhi Wu Hehui Zhang Yihan Lin Guoqi Li Meng Wang Ye Tang AI4TS 64 106 0 12 Nov 2020
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 78 529 0 29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 65 10 0 27 Oct 2020
Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Guangzhi Tang Neelesh Kumar Raymond Yoo Konstantinos Michmizos 117 77 0 19 Oct 2020
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection Shibo Zhou Xiaohua Li AAML 82 13 0 15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation Tielin Zhang Shuncheng Jia Xiang Cheng Bo Xu 84 48 0 09 Oct 2020
Finite Meta-Dynamic Neurons in Spiking Neural Networks for Spatio-temporal Learning Xiang Cheng Tielin Zhang Shuncheng Jia Bo Xu AI4CE 84 14 0 07 Oct 2020
DCT-SNN: Using DCT to Distribute Spatial Information over Time for Learning Low-Latency Spiking Neural Networks Isha Garg Sayeed Shafayet Chowdhury Kaushik Roy 46 14 0 05 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 102 175 0 05 Oct 2020
TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers Nguyen-Dong Ho I. Chang 70 52 0 11 Aug 2020
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 112 135 0 09 Aug 2020
SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks A. Babu Osvaldo Simeone Bipin Rajendran 21 1 0 05 Aug 2020
TactileSGNet: A Spiking Graph Neural Network for Event-based Tactile Object Recognition Fuqiang Gu Weicong Sng Tasbolat Taunyazov Harold Soh 35 39 0 01 Aug 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 169 531 0 11 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 43 16 0 07 Jul 2020
Progressive Tandem Learning for Pattern Recognition with Deep Spiking Neural Networks Jibin Wu Chenglin Xu Daquan Zhou Haizhou Li Kay Chen Tan 67 115 0 02 Jul 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks Jinseok Kim Kyungsu Kim Jae-Joon Kim 84 53 0 04 Jun 2020
Constructing Accurate and Efficient Deep Spiking Neural Networks with Double-threshold and Augmented Schemes Qiang Yu Chenxiang Ma Shiming Song Gaoyan Zhang Jianwu Dang Kay Chen Tan 69 52 0 05 May 2020
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 173 304 0 04 May 2020
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 90 117 0 04 May 2020
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences Weihua He Yujie Wu Lei Deng Guoqi Li Haoyu Wang Yang Tian Wei Ding Wenhui Wang Yuan Xie 130 126 0 02 May 2020
Integration of Leaky-Integrate-and-Fire-Neurons in Deep Learning Architectures Richard C. Gerum A. Schilling AI4CE 32 17 0 28 Apr 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 100 53 0 27 Mar 2020
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks Malu Zhang Jiadong Wang Burin Amornpaisannon Zhixuan Zhang VPK Miriyala ... Hong Qu Jibin Wu Yansong Chua Trevor E. Carlson Haizhou Li 93 21 0 26 Mar 2020
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 157 91 0 23 Mar 2020
Event-Based Angular Velocity Regression with Spiking Networks Mathias Gehrig S. Shrestha Daniel Mouritzen Davide Scaramuzza 55 86 0 05 Mar 2020
Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware Guangzhi Tang Neelesh Kumar Konstantinos Michmizos 84 81 0 02 Mar 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network Bing Han G. Srinivasan Kaushik Roy 93 320 0 25 Feb 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 85 223 0 24 Feb 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 73 120 0 19 Feb 2020
Exploring Adversarial Attack in Spiking Neural Networks with Spike-Compatible Gradient Ling Liang Xing Hu Lei Deng Yujie Wu Guoqi Li Yufei Ding Peng Li Yuan Xie AAML 119 63 0 01 Jan 2020
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 66 32 0 22 Nov 2019
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization Lei Deng Yujie Wu Yifan Hu Ling Liang Guoqi Li Xing Hu Yufei Ding Peng Li Yuan Xie 78 85 0 03 Nov 2019
An Introduction to Probabilistic Spiking Neural Networks: Probabilistic Models, Learning Rules, and Applications Hyeryung Jang Osvaldo Simeone Brian Gardner A. Gruning TPM 47 73 0 02 Oct 2019
DashNet: A Hybrid Artificial and Spiking Neural Network for High-speed Object Tracking Zheyu Yang Yujie Wu Guanrui Wang Yukuan Yang Guoqi Li Lei Deng Jun Zhu Luping Shi 71 44 0 15 Sep 2019
Minibatch Processing in Spiking Neural Networks D. J. Saunders Cooper Sigrist Kenneth Chaney R. Kozma H. Siegelmann 36 3 0 05 Sep 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 74 124 0 18 Aug 2019
Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation Iulia Comsa Krzysztof Potempa Luca Versari T. Fischbacher Andrea Gesmundo J. Alakuijala 81 179 0 30 Jul 2019
Reinforcement Learning with Low-Complexity Liquid State Machines Wachirawit Ponghiran G. Srinivasan Kaushik Roy 45 14 0 04 Jun 2019
SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes Johannes C. Thiele O. Bichler A. Dupret 60 33 0 03 Jun 2019
Synthesizing Images from Spatio-Temporal Representations using Spike-based Backpropagation Deboleena Roy Priyadarshini Panda Kaushik Roy 46 22 0 24 May 2019
Event-based Vision: A Survey Guillermo Gallego T. Delbruck Garrick Orchard Chiara Bartolozzi B. Taba ... Stefan Leutenegger Andrew J. Davison Jorg Conradt Kostas Daniilidis Davide Scaramuzza 96 1,818 0 17 Apr 2019
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games Devdhar Patel Hananel Hazan D. J. Saunders H. Siegelmann R. Kozma OffRL 19 9 0 26 Mar 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 104 398 0 15 Mar 2019