First-spike based visual categorization using reward-modulated STDP

25 May 2017

Milad Mozafari

Saeed Reza Kheradpisheh

Papers citing "First-spike based visual categorization using reward-modulated STDP"

24 / 24 papers shown

Title
Three-Factor Learning in Spiking Neural Networks: An Overview of Methods and Trends from a Machine Learning Perspective Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 28 0 0 06 Apr 2025
Efficient Implementation of a Multi-Layer Gradient-Free Online-Trainable Spiking Neural Network on FPGA A. Mehrabi Y. Bethi André van Schaik Andrew Wabnitz Saeed Afshar 28 3 0 31 May 2023
Frameworks for SNNs: a Review of Data Science-oriented Software and an Expansion of SpykeTorch D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 32 8 0 15 Feb 2023
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 35 21 0 28 Jun 2022
An optimised deep spiking neural network architecture without gradients Y. Bethi Ying Xu Gregory Cohen A. van Schaik Saeed Afshar OOD 16 13 0 27 Sep 2021
BioLCNet: Reward-modulated Locally Connected Spiking Neural Networks Hafez Ghaemi Erfan Mirzaei Mahbod Nouri Saeed Reza Kheradpisheh 26 2 0 12 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 17 15 0 31 Aug 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu Peter A. Beerel 53 27 0 26 Jul 2021
Connection Pruning for Deep Spiking Neural Networks with On-Chip Learning Thao N. N. Nguyen B. Veeravalli Xuanyao Fong 22 13 0 09 Oct 2020
Constructing Accurate and Efficient Deep Spiking Neural Networks with Double-threshold and Augmented Schemes Qiang Yu Chenxiang Ma Shiming Song Gaoyan Zhang J. Dang Kay Chen Tan 28 49 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 61 113 0 04 May 2020
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 33 32 0 22 Nov 2019
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 30 187 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 30 174 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 32 14 0 02 Jul 2019
Ultra Low-Power and Real-time ECG Classification Based on STDP and R-STDP Neural Networks for Wearable Devices Alireza Amirshahi Matin Hashemi 21 85 0 08 May 2019
Multi-layered Spiking Neural Network with Target Timestamp Threshold Adaptation and STDP Pierre Falez Pierre Tirilly Ioan Marius Bilasco P. Devienne Pierre Boulet 29 49 0 03 Apr 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 41 98 0 06 Mar 2019
Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches? Pierre Falez Pierre Tirilly Ioan Marius Bilasco P. Devienne Pierre Boulet SSL 29 32 0 14 Jan 2019
Demonstrating Advantages of Neuromorphic Computation: A Pilot Study Youjie Li Akos F. Kungl Eric Müller Andreas Hartel Yannik Stradmann ... Gerd Kiene Christian Mauch Alex Schwing K. Meier Mihai A. Petrovici 13 118 0 08 Nov 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 41 229 0 04 Jun 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
Optimal localist and distributed coding of spatiotemporal spike patterns through STDP and coincidence detection T. Masquelier Saeed Reza Kheradpisheh 19 15 0 01 Mar 2018