BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning

8 July 2020

Saeed Reza Kheradpisheh

Papers citing "BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning"

43 / 43 papers shown

Title
Low-activity supervised convolutional spiking neural networks applied to speech commands recognition Thomas Pellegrini Romain Zimmer T. Masquelier 55 34 0 13 Nov 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 116 517 0 11 Jul 2020
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding Seongbin Oh D. Kwon Gyuho Yeom Won-Mook Kang Soochang Lee S. Woo Jaehyeon Kim Min Kyu Park Jong-Ho Lee 72 15 0 09 Jun 2020
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 59 86 0 05 Jun 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 66 21 0 26 Mar 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 60 219 0 24 Feb 2020
Exploring the Connection Between Binary and Spiking Neural Networks Sen Lu Abhronil Sengupta MQ 47 103 0 24 Feb 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 30 32 0 08 Jan 2020
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 48 32 0 22 Nov 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 55 187 0 21 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 48 95 0 24 Sep 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 32 124 0 18 Aug 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 55 177 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 50 14 0 02 Jul 2019
Deep Convolutional Spiking Neural Networks for Image Classification Ruthvik Vaila John N. Chiasson V. Saxena 42 31 0 28 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 58 98 0 06 Mar 2019
Biologically plausible deep learning -- but how far can we go with shallow networks? Bernd Illing W. Gerstner Johanni Brea 49 95 0 27 Feb 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 70 1,224 0 28 Jan 2019
A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule Yunzhe Hao Xuhui Huang Meng Dong Bo Xu 50 151 0 17 Dec 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 49 747 0 05 Sep 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 47 1,064 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 51 157 0 31 Mar 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 135 484 0 26 Mar 2018
Optimal localist and distributed coding of spatiotemporal spike patterns through STDP and coincidence detection T. Masquelier Saeed Reza Kheradpisheh 38 15 0 01 Mar 2018
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 45 189 0 12 Nov 2017
Embedded Binarized Neural Networks Bradley McDanel Surat Teerapittayanon H. T. Kung MQ 29 86 0 06 Sep 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 184 8,807 0 25 Aug 2017
Gradient Descent for Spiking Neural Networks Dongsung Huh T. Sejnowski 47 257 0 14 Jun 2017
SuperSpike: Supervised learning in multi-layer spiking neural networks Friedemann Zenke Surya Ganguli 65 562 0 31 May 2017
First-spike based visual categorization using reward-modulated STDP Milad Mozafari Saeed Reza Kheradpisheh T. Masquelier A. Nowzari-Dalini M. Ganjtabesh 32 154 0 25 May 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 150 259 0 16 Dec 2016
STDP-based spiking deep convolutional neural networks for object recognition Saeed Reza Kheradpisheh M. Ganjtabesh S. Thorpe T. Masquelier 45 405 0 04 Nov 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 66 940 0 31 Aug 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 60 354 0 27 Jun 2016
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients Shuchang Zhou Yuxin Wu Zekun Ni Xinyu Zhou He Wen Yuheng Zou MQ 95 2,080 0 20 Jun 2016
Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing S. K. Esser P. Merolla John V. Arthur A. Cassidy R. Appuswamy ... Pallab Datta A. Amir B. Taba M. Flickner D. Modha 3DH 51 715 0 28 Mar 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 145 4,342 0 16 Mar 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 139 1,349 0 08 Feb 2016
BinaryConnect: Training Deep Neural Networks with binary weights during propagations Matthieu Courbariaux Yoshua Bengio J. David MQ 156 2,976 0 02 Nov 2015
Spiking Deep Networks with LIF Neurons Eric Hunsberger C. Eliasmith 47 274 0 29 Oct 2015
HFirst: A Temporal Approach to Object Recognition Garrick Orchard Cedric Meyer R. Etienne-Cummings C. Posch N. Thakor R. Benosman 61 279 0 05 Aug 2015
Bio-inspired Unsupervised Learning of Visual Features Leads to Robust Invariant Object Recognition Saeed Reza Kheradpisheh M. Ganjtabesh T. Masquelier OOD 59 120 0 15 Apr 2015
Efficient supervised learning in networks with binary synapses Carlo Baldassi Alfredo Braunstein Nicolas Brunel R. Zecchina 200 110 0 09 Jul 2007