Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

33 / 333 papers shown

Title
Gridbot: An autonomous robot controlled by a Spiking Neural Network mimicking the brain's navigational system Guangzhi Tang Konstantinos Michmizos 18 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 18 53 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 38 229 0 04 Jun 2018
NengoDL: Combining deep learning and neuromorphic modelling methods Daniel Rasmussen MoE VLM 24 92 0 28 May 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 11 175 0 21 May 2018
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 121 75 0 28 Apr 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 12 1,059 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 37 156 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 37 442 0 21 Mar 2018
Dendritic-Inspired Processing Enables Bio-Plausible STDP in Compound Binary Synapses Xinyu Wu V. Saxena 14 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 35 56 0 15 Nov 2017
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 20 189 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 19 10 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 42 115 0 30 Oct 2017
Training Probabilistic Spiking Neural Networks with First-to-spike Decoding Alireza Bagheri Osvaldo Simeone Bipin Rajendran BDL 14 26 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 19 112 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 25 208 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 17 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 28 59 0 19 Sep 2017
An On-chip Trainable and Clock-less Spiking Neural Network with 1R Memristive Synapses Aditya Shukla U. Ganguly 11 16 0 08 Sep 2017
Training Spiking Neural Networks for Cognitive Tasks: A Versatile Framework Compatible to Various Temporal Codes Chaofei Hong 13 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 29 8 0 15 Jun 2017
Gradient Descent for Spiking Neural Networks Dongsung Huh T. Sejnowski 18 256 0 14 Jun 2017
Temporally Efficient Deep Learning with Spikes Peter O'Connor E. Gavves Max Welling 29 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 9 1,008 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 6 153 0 25 May 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 135 258 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 13 121 0 13 Dec 2016
Bio-Inspired Spiking Convolutional Neural Network using Layer-wise Sparse Coding and STDP Learning A. Tavanaei Anthony Maida 21 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 21 2 0 08 Nov 2016
Sigma Delta Quantized Networks Peter O'Connor Max Welling 16 47 0 07 Nov 2016
A Self-Driving Robot Using Deep Convolutional Neural Networks on Neuromorphic Hardware Tiffany Hwu Jacob Isbell Nicolas Oros J. Krichmar 19 48 0 04 Nov 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 31 350 0 27 Jun 2016