Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 337 papers shown

Title
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 85 226 0 24 Feb 2020
Exploring the Connection Between Binary and Spiking Neural Networks Sen Lu Abhronil Sengupta MQ 80 103 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
Multi-Objective Optimization for Size and Resilience of Spiking Neural Networks Mihaela Dimovska T. Johnston Catherine D. Schuman J. P. Mitchell T. Potok 38 13 0 04 Feb 2020
A Differentiable Recurrent Surface for Asynchronous Event-Based Data Marco Cannici Marco Ciccone Andrea Romanoni Matteo Matteucci 95 27 0 10 Jan 2020
A Supervised Learning Algorithm for Multilayer Spiking Neural Networks Based on Temporal Coding Toward Energy-Efficient VLSI Processor Design Yusuke Sakemi K. Morino Takashi Morie Kazuyuki Aihara 52 33 0 08 Jan 2020
Acoustic Scene Analysis using Analog Spiking Neural Network Anand Kumar Mukhopadhyay Moses Prabhakar Naligala Divya Lakshmi Duggisetty I. Chakrabarti M. Sharad 30 1 0 23 Dec 2019
Motion Equivariance OF Event-based Camera Data with the Temporal Normalization Transform ZiYun Wang 41 0 0 28 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
Towards Scalable, Efficient and Accurate Deep Spiking Neural Networks with Backward Residual Connections, Stochastic Softmax and Hybridization Priyadarshini Panda Sai Aparna Aketi Kaushik Roy 73 33 0 30 Oct 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 78 192 0 21 Oct 2019
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 79 26 0 08 Oct 2019
An Introduction to Probabilistic Spiking Neural Networks: Probabilistic Models, Learning Rules, and Applications Hyeryung Jang Osvaldo Simeone Brian Gardner A. Gruning TPM 52 73 0 02 Oct 2019
Temporal-Coded Deep Spiking Neural Network with Easy Training and Robust Performance Shibo Zhou Li Xiaohua Ying-Cong Chen S. T. Chandrasekaran A. Sanyal OOD 91 100 0 24 Sep 2019
Bifurcation Spiking Neural Network Shao-Qun Zhang Zhao-Yu Zhang Zhi Zhou 40 8 0 18 Sep 2019
Spiking Neural Predictive Coding for Continual Learning from Data Streams Alexander Ororbia 89 28 0 23 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 71 166 0 19 Aug 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 74 124 0 18 Aug 2019
Event-based Feature Extraction Using Adaptive Selection Thresholds Saeed Afshar Ying Xu J. Tapson André van Schaik Gregory Cohen 60 42 0 18 Jul 2019
A Tandem Learning Rule for Effective Training and Rapid Inference of Deep Spiking Neural Networks Jibin Wu Yansong Chua Malu Zhang Guoqi Li Haizhou Li Kay Chen Tan 75 14 0 02 Jul 2019
Reinforcement Learning with Low-Complexity Liquid State Machines Wachirawit Ponghiran G. Srinivasan Kaushik Roy 47 14 0 04 Jun 2019
Lattice Map Spiking Neural Networks (LM-SNNs) for Clustering and Classifying Image Data Hananel Hazan D. J. Saunders Darpan T. Sanghavi H. Siegelmann R. Kozma 61 17 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
Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses S. Nandakumar I. Boybat Manuel Le Gallo E. Eleftheriou Abu Sebastian Bipin Rajendran 58 61 0 28 May 2019
Synthesizing Images from Spatio-Temporal Representations using Spike-based Backpropagation Deboleena Roy Priyadarshini Panda Kaushik Roy 46 22 0 24 May 2019
Closing the Accuracy Gap in an Event-Based Visual Recognition Task Bodo Rückauer Nicolas Känzig Shih-Chii Liu T. Delbruck Yulia Sandamirskaya 66 22 0 06 May 2019
PCA-RECT: An Energy-efficient Object Detection Approach for Event Cameras Bharath Ramesh Andrés Ussa L. D. Vedova Hong Yang Garrick Orchard 43 14 0 24 Apr 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 98 1,821 0 17 Apr 2019
End-to-End Learning of Representations for Asynchronous Event-Based Data Daniel Gehrig Antonio Loquercio Konstantinos G. Derpanis Davide Scaramuzza DRL AI4TS 131 338 0 17 Apr 2019
Deep Convolutional Spiking Neural Networks for Image Classification Ruthvik Vaila John N. Chiasson V. Saxena 63 31 0 28 Mar 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 115 399 0 15 Mar 2019
Spiking-YOLO: Spiking Neural Network for Energy-Efficient Object Detection Seijoon Kim Seongsik Park Byunggook Na Sungroh Yoon ObjD 90 422 0 12 Mar 2019
A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation Johannes C. Thiele O. Bichler A. Dupret S. Solinas Giacomo Indiveri 43 5 0 11 Mar 2019
A novel method for extracting interpretable knowledge from a spiking neural classifier with time-varying synaptic weights Abeegithan Jeyasothy Suresh Sundaram Savitha Ramasamy N. Sundararajan 35 4 0 28 Feb 2019
Biologically plausible deep learning -- but how far can we go with shallow networks? Bernd Illing W. Gerstner Johanni Brea 73 95 0 27 Feb 2019
Deep Spiking Neural Network with Spike Count based Learning Rule Jibin Wu Yansong Chua Malu Zhang Qu Yang Guoqi Li Haizhou Li 76 54 0 15 Feb 2019
ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic Computing G. Srinivasan Kaushik Roy 75 61 0 11 Feb 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 137 1,250 0 28 Jan 2019
Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches? Pierre Falez Pierre Tirilly Ioan Marius Bilasco P. Devienne Pierre Boulet SSL 67 33 0 14 Jan 2019
Training dynamically balanced excitatory-inhibitory networks Alessandro Ingrosso L. F. Abbott 50 39 0 29 Dec 2018
Deep learning incorporating biologically-inspired neural dynamics Stanisław Woźniak A. Pantazi Thomas Bohnstingl E. Eleftheriou 54 9 0 17 Dec 2018
A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule Yunzhe Hao Xuhui Huang Meng Dong Bo Xu 98 157 0 17 Dec 2018
An Introduction to Spiking Neural Networks: Probabilistic Models, Learning Rules, and Applications Hyeryung Jang Osvaldo Simeone Brian Gardner André Grüning 52 2 0 10 Dec 2018
EventNet: Asynchronous Recursive Event Processing Yusuke Sekikawa K. Hara Hideo Saito 134 102 0 07 Dec 2018
Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE) Jacques Kaiser Hesham Mostafa Emre Neftci 76 23 0 27 Nov 2018
Efficient Spiking Neural Networks with Logarithmic Temporal Coding Ming Zhang Nenggan Zheng De Ma Gang Pan Zonghua Gu 50 16 0 10 Nov 2018
Training Multi-layer Spiking Neural Networks using NormAD based Spatio-Temporal Error Backpropagation Navin Anwani Bipin Rajendran 52 19 0 23 Oct 2018
Training Dynamic Exponential Family Models with Causal and Lateral Dependencies for Generalized Neuromorphic Computing Hyeryung Jang Osvaldo Simeone 57 8 0 21 Oct 2018
Better Safe than Sorry: Evidence Accumulation Allows for Safe Reinforcement Learning Akshat Agarwal Abhinau K. Venkataramanan Kyle Dunovan Erik J Peterson Timothy D. Verstynen Katia Sycara OffRL 58 3 0 24 Sep 2018
Stochasticity from function -- why the Bayesian brain may need no noise Dominik Dold Ilja Bytschok Á. F. Kungl A. Baumbach O. Breitwieser Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 64 27 0 21 Sep 2018