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Supervised learning based on temporal coding in spiking neural networks

27 June 2016

Papers citing "Supervised learning based on temporal coding in spiking neural networks"

50 / 151 papers shown

Title
Brain-inspired global-local learning incorporated with neuromorphic computing Yujie Wu R. Zhao Jun Zhu F. Chen Mingkun Xu ... Hao Zheng Jing Pei Youhui Zhang Mingguo Zhao Luping Shi 78 89 0 05 Jun 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
Training spiking neural networks using reinforcement learning Sneha Aenugu OffRL 16 2 0 12 May 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 71 53 0 05 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
Towards Efficient Processing and Learning with Spikes: New Approaches for Multi-Spike Learning Qiang Yu Shenglan Li Huajin Tang Longbiao Wang Jianwu Dang Kay Chen Tan 47 10 0 02 May 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering James E. Smith 29 7 0 25 Apr 2020
The Operating System of the Neuromorphic BrainScaleS-1 System Eric Müller Sebastian Schmitt Christian Mauch Sebastian Billaudelle Andreas Grübl ... H. Schmidt Bernhard Vogginger Jonas Weidner Christian Mayr Johannes Schemmel 65 25 0 30 Mar 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 109 54 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
A Deep Unsupervised Feature Learning Spiking Neural Network with Binarized Classification Layers for EMNIST Classification using SpykeFlow Ruthvik Vaila John N. Chiasson V. Saxena 78 22 0 26 Feb 2020
Temporal Pulses Driven Spiking Neural Network for Fast Object Recognition in Autonomous Driving Wei Wang Shibo Zhou Jingxi Li Xiaohua Li Junsong Yuan Zhanpeng Jin 61 7 0 24 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 50 33 0 08 Jan 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 122 63 0 01 Jan 2020
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate Sebastian Billaudelle Yannik Stradmann Korbinian Schreiber Benjamin Cramer A. Baumbach ... V. Karasenko Walter Senn Mihai A. Petrovici Johannes Schemmel K. Meier 83 46 0 30 Dec 2019
Structural plasticity on an accelerated analog neuromorphic hardware system Sebastian Billaudelle Benjamin Cramer Mihai A. Petrovici Korbinian Schreiber David Kappel Johannes Schemmel K. Meier 59 22 0 27 Dec 2019
Fast and energy-efficient neuromorphic deep learning with first-spike times Julian Goltz Laura Kriener A. Baumbach Sebastian Billaudelle O. Breitwieser ... Á. F. Kungl Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 143 132 0 24 Dec 2019
Deep SCNN-based Real-time Object Detection for Self-driving Vehicles Using LiDAR Temporal Data Shibo Zhou Ying-Cong Chen Xiaohua Li A. Sanyal 3DPC 98 39 0 17 Dec 2019
Optimizing the energy consumption of spiking neural networks for neuromorphic applications M. Sorbaro Li-Yu Daisy Liu Massimo Bortone Sadique Sheik 90 69 0 03 Dec 2019
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 68 32 0 22 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 67 33 0 30 Oct 2019
Spiking neural networks trained with backpropagation for low power neuromorphic implementation of voice activity detection Flavio Martinelli Giorgia Dellaferrera Pablo Mainar Milos Cernak 56 31 0 22 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
The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks Benjamin Cramer Yannik Stradmann Johannes Schemmel Friedemann Zenke 46 220 0 16 Oct 2019
Design Space Exploration of Hardware Spiking Neurons for Embedded Artificial Intelligence Nassim Abderrahmane E. Lemaire Benoit Miramond 77 43 0 01 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
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 83 179 0 30 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 69 14 0 02 Jul 2019
Mapping high-performance RNNs to in-memory neuromorphic chips M. Nair Giacomo Indiveri 41 4 0 25 May 2019
MorphIC: A 65-nm 738k-Synapse/mm $^2$ Quad-Core Binary-Weight Digital Neuromorphic Processor with Stochastic Spike-Driven Online Learning Charlotte Frenkel J. Legat D. Bol 80 118 0 17 Apr 2019
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 104 399 0 15 Mar 2019
SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini T. Masquelier 82 100 0 06 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
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 72 61 0 11 Feb 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 111 1,250 0 28 Jan 2019
EventNet: Asynchronous Recursive Event Processing Yusuke Sekikawa K. Hara Hideo Saito 134 102 0 07 Dec 2018
Object Detection based on LIDAR Temporal Pulses using Spiking Neural Networks Shibo Zhou Wei Wang 18 7 0 29 Oct 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
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 201 77 0 28 Apr 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 102 1,087 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 87 160 0 31 Mar 2018
MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with Temporal Error Backpropagation Tao Liu Zihao Liu Fuhong Lin Yier Jin Gang Quan Wujie Wen 62 32 0 14 Mar 2018
Deep supervised learning using local errors Hesham Mostafa V. Ramesh Gert Cauwenberghs 68 115 0 17 Nov 2017
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 87 192 0 12 Nov 2017
Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning Georgios Detorakis Sadique Sheik C. Augustine Somnath Paul Bruno U. Pedroni N. Dutt J. Krichmar Gert Cauwenberghs Emre Neftci 77 29 0 29 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
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