Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

37 / 337 papers shown

Title
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 82 666 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 79 95 0 10 Sep 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 104 757 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 59 156 0 28 Jul 2018
Gridbot: An autonomous robot controlled by a Spiking Neural Network mimicking the brain's navigational system Guangzhi Tang Konstantinos Michmizos 56 41 0 05 Jul 2018
Is Neuromorphic MNIST neuromorphic? Analyzing the discriminative power of neuromorphic datasets in the time domain Laxmi R. Iyer Yansong Chua Haizhou Li 71 55 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 81 234 0 04 Jun 2018
NengoDL: Combining deep learning and neuromorphic modelling methods Daniel Rasmussen MoE VLM 60 93 0 28 May 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 122 176 0 21 May 2018
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 204 77 0 28 Apr 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 112 1,088 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 89 160 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 77 449 0 21 Mar 2018
Dendritic-Inspired Processing Enables Bio-Plausible STDP in Compound Binary Synapses Xinyu Wu V. Saxena 39 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 102 56 0 15 Nov 2017
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 87 192 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 38 11 0 09 Nov 2017
DART: Distribution Aware Retinal Transform for Event-based Cameras Bharath Ramesh Hong Yang Garrick Orchard Ngoc Anh Le Thi Shihao Zhang C. Xiang 80 116 0 30 Oct 2017
Training Probabilistic Spiking Neural Networks with First-to-spike Decoding Alireza Bagheri Osvaldo Simeone Bipin Rajendran BDL 39 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 80 114 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 102 209 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 64 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 68 59 0 19 Sep 2017
An On-chip Trainable and Clock-less Spiking Neural Network with 1R Memristive Synapses Aditya Shukla U. Ganguly 32 17 0 08 Sep 2017
Training Spiking Neural Networks for Cognitive Tasks: A Versatile Framework Compatible to Various Temporal Codes Chaofei Hong 21 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 54 8 0 15 Jun 2017
Gradient Descent for Spiking Neural Networks Dongsung Huh T. Sejnowski 94 257 0 14 Jun 2017
Temporally Efficient Deep Learning with Spikes Peter O'Connor E. Gavves Max Welling 47 28 0 13 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 102 1,040 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 81 159 0 25 May 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 217 260 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 70 125 0 13 Dec 2016
Bio-Inspired Spiking Convolutional Neural Network using Layer-wise Sparse Coding and STDP Learning A. Tavanaei Anthony Maida 107 69 0 09 Nov 2016
An Efficient Approach to Boosting Performance of Deep Spiking Network Training Seongsik Park Sang-gil Lee Hyunha Nam Sungroh Yoon 39 2 0 08 Nov 2016
Sigma Delta Quantized Networks Peter O'Connor Max Welling 70 49 0 07 Nov 2016
A Self-Driving Robot Using Deep Convolutional Neural Networks on Neuromorphic Hardware Tiffany Hwu Jacob Isbell Nicolas Oros J. Krichmar 58 49 0 04 Nov 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 115 358 0 27 Jun 2016