Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 352 papers shown

Title
Deep Spiking Neural Network with Spike Count based Learning Rule Jibin Wu Yansong Chua Malu Zhang Qu Yang Guoqi Li Haizhou Li 153 54 0 15 Feb 2019
ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic ComputingFrontiers in Neuroscience (Front. Neurosci.), 2019 G. Srinivasan Kaushik Roy 178 64 0 11 Feb 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 670 1,489 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 157 33 0 14 Jan 2019
Training dynamically balanced excitatory-inhibitory networks Alessandro Ingrosso L. F. Abbott 106 43 0 29 Dec 2018
Deep learning incorporating biologically-inspired neural dynamics Stanisław Woźniak A. Pantazi Thomas Bohnstingl E. Eleftheriou 123 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 215 174 0 17 Dec 2018
An Introduction to Spiking Neural Networks: Probabilistic Models, Learning Rules, and Applications Hyeryung Jang Osvaldo Simeone Brian Gardner André Grüning 198 2 0 10 Dec 2018
EventNet: Asynchronous Recursive Event Processing Yusuke Sekikawa K. Hara Hideo Saito 273 114 0 07 Dec 2018
Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE) Jacques Kaiser Hesham Mostafa Emre Neftci 188 23 0 27 Nov 2018
Efficient Spiking Neural Networks with Logarithmic Temporal Coding Ming Zhang Nenggan Zheng De Ma Gang Pan Zonghua Gu 92 20 0 10 Nov 2018
Training Multi-layer Spiking Neural Networks using NormAD based Spatio-Temporal Error Backpropagation Navin Anwani Bipin Rajendran 122 19 0 23 Oct 2018
Training Dynamic Exponential Family Models with Causal and Lateral Dependencies for Generalized Neuromorphic Computing Hyeryung Jang Osvaldo Simeone 200 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 89 4 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 188 27 0 21 Sep 2018
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 201 733 0 16 Sep 2018
Fast and Efficient Information Transmission with Burst Spikes in Deep Spiking Neural Networks Seongsik Park Seijoon Kim Hyeokjun Choe Sungroh Yoon 161 105 0 10 Sep 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 245 850 0 05 Sep 2018
Unsupervised Learning of a Hierarchical Spiking Neural Network for Optical Flow Estimation: From Events to Global Motion Perception Federico Paredes-Valles Kirk Y. W. Scheper Guido C. H. E de Croon 178 171 0 28 Jul 2018
Gridbot: An autonomous robot controlled by a Spiking Neural Network mimicking the brain's navigational system Guangzhi Tang Konstantinos Michmizos 106 44 0 05 Jul 2018
Is Neuromorphic MNIST neuromorphic? Analyzing the discriminative power of neuromorphic datasets in the time domainFrontiers in Neuroscience (Front. Neurosci.), 2018 Laxmi R. Iyer Yansong Chua Haizhou Li 186 57 0 03 Jul 2018
BindsNET: A machine learning-oriented spiking neural networks library in Python Hananel Hazan D. J. Saunders Hassaan Khan Darpan T. Sanghavi H. Siegelmann R. Kozma AI4CE 248 256 0 04 Jun 2018
NengoDL: Combining deep learning and neuromorphic modelling methods Daniel Rasmussen MoE VLM 209 98 0 28 May 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 214 185 0 21 May 2018
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 290 78 0 28 Apr 2018
Deep Learning in Spiking Neural NetworksNeural Networks (NN), 2018 A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 223 1,225 0 22 Apr 2018
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini S. Thorpe T. Masquelier 242 170 0 31 Mar 2018
HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classification A. Sironi Manuele Brambilla Nicolas Bourdis Xavier Lagorce R. Benosman 152 498 0 21 Mar 2018
Dendritic-Inspired Processing Enables Bio-Plausible STDP in Compound Binary Synapses Xinyu Wu V. Saxena 124 14 0 09 Jan 2018
Bridging the Gap Between Neural Networks and Neuromorphic Hardware with A Neural Network Compiler Yu Ji Youhui Zhang Wenguang Chen Yuan Xie 248 57 0 15 Nov 2017
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 147 204 0 12 Nov 2017
Learning and Real-time Classification of Hand-written Digits With Spiking Neural Networks Shruti R. Kulkarni John M. Alexiades Bipin Rajendran 3DH 89 11 0 09 Nov 2017
DART: Distribution Aware Retinal Transform for Event-based CamerasIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017 Bharath Ramesh Hong Yang Garrick Orchard Ngoc Anh Le Thi Shihao Zhang C. Xiang 176 124 0 30 Oct 2017
Training Probabilistic Spiking Neural Networks with First-to-spike DecodingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2017 Alireza Bagheri Osvaldo Simeone Bipin Rajendran BDL 112 27 0 29 Oct 2017
STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition Nitin Rathi Priyadarshini Panda Kaushik Roy 103 132 0 12 Oct 2017
Artificial Neural Networks-Based Machine Learning for Wireless Networks: A Tutorial Mingzhe Chen Ursula Challita Walid Saad Changchuan Yin Mérouane Debbah 214 215 0 09 Oct 2017
Spiking neurons with short-term synaptic plasticity form superior generative networks Luziwei Leng Roman Martel O. Breitwieser Ilja Bytschok Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 158 34 0 24 Sep 2017
Algorithm and Hardware Design of Discrete-Time Spiking Neural Networks Based on Back Propagation with Binary Activations Shihui Yin S. Venkataramanaiah Gregory K. Chen R. Krishnamurthy Yu Cao C. Chakrabarti Jae-sun Seo 119 60 0 19 Sep 2017
An On-chip Trainable and Clock-less Spiking Neural Network with 1R Memristive Synapses Aditya Shukla U. Ganguly 78 18 0 08 Sep 2017
Training Spiking Neural Networks for Cognitive Tasks: A Versatile Framework Compatible to Various Temporal Codes Chaofei Hong 95 0 0 02 Sep 2017
Hardware-efficient on-line learning through pipelined truncated-error backpropagation in binary-state networks H. Elsayed Bruno U. Pedroni Sadique Sheik Gert Cauwenberghs 91 8 0 15 Jun 2017
Gradient Descent for Spiking Neural NetworksNeural Information Processing Systems (NeurIPS), 2017 Dongsung Huh T. Sejnowski 229 278 0 14 Jun 2017
Temporally Efficient Deep Learning with SpikesInternational Conference on Learning Representations (ICLR), 2017 Peter O'Connor E. Gavves Max Welling 127 28 0 13 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural NetworksFrontiers in Neuroscience (Front. Neurosci.), 2017 Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 278 1,186 0 08 Jun 2017
First-spike based visual categorization using reward-modulated STDP Milad Mozafari Saeed Reza Kheradpisheh T. Masquelier A. Nowzari-Dalini M. Ganjtabesh 125 174 0 25 May 2017
Neuromorphic Deep Learning MachinesFrontiers in Neuroscience (Front. Neurosci.), 2016 Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 363 266 0 16 Dec 2016
Theory and Tools for the Conversion of Analog to Spiking Convolutional Neural Networks Bodo Rueckauer Iulia-Alexandra Lungu Yuhuang Hu Michael Pfeiffer 141 131 0 13 Dec 2016
Bio-Inspired Spiking Convolutional Neural Network using Layer-wise Sparse Coding and STDP Learning A. Tavanaei Anthony Maida 416 70 0 09 Nov 2016
An Efficient Approach to Boosting Performance of Deep Spiking Network Training Seongsik Park Sang-gil Lee Hyunha Nam Sungroh Yoon 152 2 0 08 Nov 2016
Sigma Delta Quantized Networks Peter O'Connor Max Welling 226 53 0 07 Nov 2016