Timothée Masquelier

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Simon J. ThorpeCNRS Research Director (DRCE2), CerCo (CNRS-UT3), TMBI (Univ. Toulouse), FranceVerified email at cerco.ups-tlse.fr
Saeed Reza KheradpishehShahid Beheshti UniversityVerified email at sbu.ac.ir
Mohammad GANJTABESHProfessor of Computer Science (University of Tehran)Verified email at ut.ac.ir
Bernabe Linares-BarrancoInstituto de Microelectrónica de Sevilla, IMSE-CNM, Universidad de Sevilla, CSICVerified email at imse-cnm.csic.es
serrano-gotarredonaInstituto de Microlectronica de Sevilla, CSIC, Universidad de SevillaVerified email at imse-cnm.csic.es
Zhaofei YuPeking UniversityVerified email at pku.edu.cn
GUSTAVO DECOUniversity Pompeu Fabra - Center for Brain and Cognition - ICREAVerified email at upf.edu
Milad MozafariPostdoc, CNRS, CerCoVerified email at cnrs.fr
Abbas Nowzari-Daliniassociate prof., university of tehranVerified email at ut.ac.ir
Amir TavanaeiAmazonVerified email at amazon.com
Anthony S. MaidaSchool of Computing and Informatics, UL LafayetteVerified email at louisiana.edu
Yonghong Tian, Professor, IEEE FellowSchool of CS and School of ECE at Peking University, Pengcheng LaboratoryVerified email at pku.edu.cn
Tiejun HuangProfessor,School of EE&CS, Peking UniversityVerified email at pku.edu.cn
Wei FangPeking UniversityVerified email at pku.edu.cn
Giacomo IndiveriInstitute of Neuroinformatics, University of Zurich and ETH ZurichVerified email at ini.uzh.ch
Themis ProdromakisRegius Chair of Engineering, Centre for Electronics Frontiers, University of EdinburghVerified email at ed.ac.uk
Pierre KornprobstResearcher, INRIA, FranceVerified email at inria.fr
Geoffrey Portelli, PhDThalès Services NumeriquesVerified email at thalesgroup.com
Yanqi Chen 陈彦骐Ph.D. student, School of Computer Science, Peking UniversityVerified email at pku.edu.cn
Thomas PellegriniLecturer, University of Toulouse, IRITVerified email at irit.fr

Timothée Masquelier

CNRS Researcher (DR2), Cerco (CNRS-UT3), TMBI (Univ. Toulouse)

Verified email at cnrs.fr - Homepage

AI computational neuroscience neural networks vision learning


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Deep learning in spiking neural networks A Tavanaei, M Ghodrati, SR Kheradpisheh, T Masquelier, A Maida Neural Networks 111, 47-63, 2019	793	2019
STDP-based spiking deep convolutional neural networks for object recognition SR Kheradpisheh, M Ganjtabesh, SJ Thorpe, T Masquelier Neural Networks, 2017	651	2017
Unsupervised learning of visual features through spike timing dependent plasticity T Masquelier, SJ Thorpe PLoS Computational Biology 3 (2), e31, 2007	584	2007
On spike-timing-dependent-plasticity, memristive devices, and building a self-learning visual cortex C Zamarreño-Ramos, LA Camuñas-Mesa, JA Pérez-Carrasco, ... Frontiers in neuroscience 5, 2011	556	2011
STDP and STDP variations with memristors for spiking neuromorphic learning systems T Serrano-Gotarredona, T Masquelier, T Prodromakis, G Indiveri, ... Frontiers in Neuroscience 7, 2013	489	2013
Competitive STDP-based spike pattern learning T Masquelier, R Guyonneau, SJ Thorpe Neural computation 21 (5), 1259-1276, 2009	353	2009
Spike timing dependent plasticity finds the start of repeating patterns in continuous spike trains T Masquelier, R Guyonneau, SJ Thorpe PloS one 3 (1), e1377, 2008	342	2008
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks W Fang, Z Yu, Y Chen, T Masquelier, T Huang, Y Tian arXiv preprint arXiv:2007.05785, 2020	203	2020
Oscillations, phase-of-firing coding, and spike timing-dependent plasticity: an efficient learning scheme T Masquelier, E Hugues, G Deco, SJ Thorpe The Journal of Neuroscience 29 (43), 13484-13493, 2009	181	2009
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks M Mozafari, M Ganjtabesh, A Nowzari-Dalini, SJ Thorpe, T Masquelier Pattern Recognition 94, 87-95, 2019	175*	2019
Deep networks can resemble human feed-forward vision in invariant object recognition SR Kheradpisheh, M Ghodrati, M Ganjtabesh, T Masquelier Scientific reports 6 (1), 1-24, 2016	172	2016
Temporal backpropagation for spiking neural networks with one spike per neuron SR Kheradpisheh, T Masquelier International Journal of Neural Systems, 2020	157	2020
First-spike-based visual categorization using reward-modulated STDP M Mozafari, SR Kheradpisheh, T Masquelier, A Nowzari-Dalini, ... IEEE transactions on neural networks and learning systems 29 (12), 6178-6190, 2018	139	2018
Relative spike time coding and STDP-based orientation selectivity in the early visual system in natural continuous and saccadic vision: a computational model T Masquelier Journal of computational neuroscience 32 (3), 425-441, 2012	131	2012
Deep residual learning in spiking neural networks W Fang, Z Yu, Y Chen, T Huang, T Masquelier, Y Tian Thirty-Fifth Conference on Neural Information Processing Systems, 2021	125	2021
Bio-inspired unsupervised learning of visual features leads to robust invariant object recognition SR Kheradpisheh, M Ganjtabesh, T Masquelier Neurocomputing 205, 382-392, 2016	125	2016
Spyketorch: Efficient simulation of convolutional spiking neural networks with at most one spike per neuron M Mozafari, M Ganjtabesh, A Nowzari-Dalini, T Masquelier Frontiers in neuroscience, 625, 2019	95	2019
Neural variability, or lack thereof T Masquelier Frontiers in computational neuroscience 7, 7, 2013	71	2013
Learning to recognize objects using waves of spikes and Spike Timing-Dependent Plasticity T Masquelier, SJ Thorpe The 2010 International Joint Conference on Neural Networks (IJCNN), 1-8, 2010	58	2010
The role of rhythmic neural synchronization in rest and task conditions G Deco, A Buehlmann, T Masquelier, E Hugues Frontiers in human neuroscience 5, 2011	53	2011

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