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BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity

12 November 2017

Papers citing "BP-STDP: Approximating Backpropagation using Spike Timing Dependent Plasticity"

27 / 27 papers shown

Title
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy 125 6 0 27 Jun 2023
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 84 15 0 02 Dec 2022
Desire Backpropagation: A Lightweight Training Algorithm for Multi-Layer Spiking Neural Networks based on Spike-Timing-Dependent Plasticity Daniel Gerlinghoff Yaoyu Zhang Rick Siow Mong Goh Weng-Fai Wong 105 2 0 10 Nov 2022
A temporally and spatially local spike-based backpropagation algorithm to enable training in hardware Anmol Biswas V. Saraswat U. Ganguly AAML 45 1 0 20 Jul 2022
1000x Faster Camera and Machine Vision with Ordinary Devices Tiejun Huang Yajing Zheng Zhaofei Yu Ruizhu Chen Yuan Li ... Shanshan Jia Yihua Fu Boxin Shi Sian-Pu Wu Yonghong Tian VGen 68 74 0 23 Jan 2022
BioGrad: Biologically Plausible Gradient-Based Learning for Spiking Neural Networks Guangzhi Tang Neelesh Kumar Ioannis E. Polykretis Konstantinos Michmizos 44 6 0 27 Oct 2021
An optimised deep spiking neural network architecture without gradients Y. Bethi Ying Xu Gregory Cohen A. van Schaik Saeed Afshar OOD 42 14 0 27 Sep 2021
Spiking-GAN: A Spiking Generative Adversarial Network Using Time-To-First-Spike Coding V. Kotariya U. Ganguly GAN 40 20 0 29 Jun 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 67 41 0 13 Jun 2021
Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks Jianhao Ding Zhaofei Yu Yonghong Tian Tiejun Huang 99 157 0 25 May 2021
A brain basis of dynamical intelligence for AI and computational neuroscience J. Monaco Kanaka Rajan Grace M. Hwang AI4CE 44 6 0 15 May 2021
In-Hardware Learning of Multilayer Spiking Neural Networks on a Neuromorphic Processor Amar Shrestha Haowen Fang D. Rider Zaidao Mei Qinru Qiu 74 27 0 08 May 2021
EqSpike: Spike-driven Equilibrium Propagation for Neuromorphic Implementations Erwann Martin M. Ernoult Jérémie Laydevant Shuai-shuai Li D. Querlioz Teodora Petrisor Julie Grollier 86 52 0 15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation Tielin Zhang Shuncheng Jia Xiang Cheng Bo Xu 84 48 0 09 Oct 2020
Finite Meta-Dynamic Neurons in Spiking Neural Networks for Spatio-temporal Learning Xiang Cheng Tielin Zhang Shuncheng Jia Bo Xu AI4CE 87 14 0 07 Oct 2020
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks Weihao Tan Devdhar Patel R. Kozma 56 46 0 30 Sep 2020
Supervised Learning with First-to-Spike Decoding in Multilayer Spiking Neural Networks Brian Gardner André Grüning 25 5 0 16 Aug 2020
BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier MQ AI4CE 106 75 0 08 Jul 2020
A Neuromorphic Paradigm for Online Unsupervised Clustering James E. Smith 23 7 0 25 Apr 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 102 53 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
Minimal spiking neuron for solving multi-label classification tasks Jakub Fil Dominique F. Chu LRM 79 9 0 05 Mar 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 73 120 0 19 Feb 2020
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 78 192 0 21 Oct 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 81 179 0 30 Jul 2019
A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule Yunzhe Hao Xuhui Huang Meng Dong Bo Xu 96 156 0 17 Dec 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 100 1,085 0 22 Apr 2018