Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation

30 July 2019

Papers citing "Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function: Learning with Backpropagation"

24 / 24 papers shown

Title
Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time Duc Anh Nguyen Ernesto Araya Adalbert Fono Gitta Kutyniok 71 0 0 23 May 2025
Smooth Exact Gradient Descent Learning in Spiking Neural Networks Christian Klos Raoul-Martin Memmesheimer 74 6 0 25 Sep 2023
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 45 134 0 09 Aug 2020
Evolutionary-Neural Hybrid Agents for Architecture Search Krzysztof Maziarz Mingxing Tan A. Khorlin Quentin de Laroussilhe Andrea Gesmundo 20 37 0 24 Nov 2018
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 138 76 0 28 Apr 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 44 1,064 0 22 Apr 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
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 59 993 0 07 Feb 2018
BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity A. Tavanaei Anthony Maida 37 189 0 12 Nov 2017
Gradient Descent for Spiking Neural Networks Dongsung Huh T. Sejnowski 42 257 0 14 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 46 1,012 0 08 Jun 2017
SuperSpike: Supervised learning in multi-layer spiking neural networks Friedemann Zenke Surya Ganguli 59 562 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 147 258 0 16 Dec 2016
Training Spiking Deep Networks for Neuromorphic Hardware Eric Hunsberger C. Eliasmith 40 132 0 16 Nov 2016
STDP-based spiking deep convolutional neural networks for object recognition Saeed Reza Kheradpisheh M. Ganjtabesh S. Thorpe T. Masquelier 38 405 0 04 Nov 2016
Supervised learning based on temporal coding in spiking neural networks Hesham Mostafa 50 353 0 27 Jun 2016
Deep Spiking Networks Peter O'Connor Max Welling 19 98 0 26 Feb 2016
Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware P. U. Diehl Guido Zarrella A. Cassidy Bruno U. Pedroni Emre Neftci 51 217 0 16 Jan 2016
How Important is Weight Symmetry in Backpropagation? Q. Liao Joel Z Leibo T. Poggio 39 168 0 17 Oct 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 673 149,474 0 22 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 277 43,511 0 17 Sep 2014
How Auto-Encoders Could Provide Credit Assignment in Deep Networks via Target Propagation Yoshua Bengio 66 182 0 29 Jul 2014
Supervised Learning in Multilayer Spiking Neural Networks Ioana Sporea André Grüning 64 194 0 10 Feb 2012