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STDP Allows Close-to-Optimal Spatiotemporal Spike Pattern Detection by Single Coincidence Detector Neurons

 Timothée Masquelier
Neuroscience, 2018, 389, pp.133--140. ⟨10.1016/j.neuroscience.2017.06.032⟩
Article dans une revue hal-02341970v1

BS4NN: Binarized Spiking Neural Networks with Temporal Coding and Learning

 Saeed Reza Kheradpisheh , Maryam Mirsadeghi , Timothée Masquelier
Neural Processing Letters, 2021, ⟨10.1007/s11063-021-10680-x⟩
Article dans une revue hal-03425880v1

Dilated Convolution with Learnable Spacings: beyond bilinear interpolation

 Ismail Khalfaoui-Hassani , Thomas Pellegrini , Timothée Masquelier
ICML Workshop: Differentiable Almost Everything, 2023, Hawaii, United States
Communication dans un congrès hal-04236736v1
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Microsaccades enable efficient synchrony-based coding in the retina: a simulation study

 Timothée Masquelier , Geoffrey Portelli , Pierre Kornprobst
Scientific Reports, 2016, 6, pp.24086. ⟨10.1038/srep24086⟩
Article dans une revue hal-01301838v1
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StereoSpike: Depth Learning With a Spiking Neural Network

 Ulysse Rancon , Javier Cuadrado-Anibarro , Benoit R Cottereau , Timothee Masquelier
IEEE Access, 2022, 10, pp.127428-127439. ⟨10.1109/ACCESS.2022.3226484⟩
Article dans une revue hal-03906970v1

SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence

 Wei Fang , Yanqi Chen , Jianhao Ding , Zhaofei Yu , Timothée Masquelier , et al.
Science Advances , 2023, 9 (40), ⟨10.1126/sciadv.adi1480⟩
Article dans une revue hal-04337978v1
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Convis: A Toolbox to Fit and Simulate Filter-Based Models of Early Visual Processing

 Jacob Huth , Timothée Masquelier , Angelo Arleo
Frontiers in Neuroinformatics, 2018, 12, ⟨10.3389/fninf.2018.00009⟩
Article dans une revue hal-03063995v1

Bio-inspired unsupervised learning of visual features leads to robust invariant object recognition

 Saeed Reza Kheradpisheh , Mohammad Ganjtabesh , Timothée Masquelier
Neurocomputing, 2016, 205, pp.382--392. ⟨10.1016/j.neucom.2016.04.029⟩
Article dans une revue hal-02342065v1
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Rapid neural coding in the mouse retina with the first wave of spikes

 Geoffrey Portelli , John Barrett , Evelyne Sernagor , Timothée Masquelier , Pierre Kornprobst
Twenty Third Annual Computational Neuroscience Meeting: CNS2014, Jul 2014, Québec City, Canada. 15 (Suppl 1), pp.P120, 2014, BMC Neuroscience
Poster de conférence hal-01026507v1
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Unsupervised Learning of Visual Features through Spike Timing Dependent Plasticity.

 Timothée Masquelier , Simon J Thorpe
PLoS Computational Biology, 2007, 3 (2), pp.e31. ⟨10.1371/journal.pcbi.0030031⟩
Article dans une revue hal-00135582v1
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Representation learning using event-based STDP

 Amirhossein Tavanaei , Timothée Masquelier , Anthony Maida
Neural Networks, 2018, 105, pp.294--303. ⟨10.1016/j.neunet.2018.05.018⟩
Article dans une revue hal-02341981v1
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Deep learning in spiking neural networks

 Saeed Reza Kheradpisheh , Amirhossein Tavanaei , Masoud Ghodrati , Saeed Reza Kheradpisheh , Timothée Masquelier , et al.
Neural Networks, 2019, 111, pp.47--63. ⟨10.1016/j.neunet.2018.12.002⟩
Article dans une revue hal-02341924v1

Encrypted internet traffic classification using a supervised spiking neural network

 Ali Rasteh , Florian Delpech , Carlos Aguilar-Melchor , Romain Zimmer , Saeed Bagheri Shouraki , et al.
Neurocomputing, 2022, 503, pp.272-282. ⟨10.1016/j.neucom.2022.06.055⟩
Article dans une revue hal-03726562v1
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SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks With at Most One Spike per Neuron

 Milad Mozafari , Mohammad Ganjtabesh , Abbas Nowzari-Dalini , Timothée Masquelier
Frontiers in Neuroscience, 2019, 13, pp.625. ⟨10.3389/fnins.2019.00625⟩
Article dans une revue hal-02353102v1

Humans and Deep Networks Largely Agree on Which Kinds of Variation Make Object Recognition Harder

 Saeed Reza Kheradpisheh , Masoud Ghodrati , Mohammad Ganjtabesh , Timothée Masquelier
Frontiers in Computational Neuroscience, 2016, 10, ⟨10.3389/fncom.2016.00092⟩
Article dans une revue hal-02342066v1
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Visual stimulation quenches global alpha range activity in awake primate V4: a case study.

 Thomas Deneux , Timothée Masquelier , Maria A Bermudez , Guillaume S. Masson , Gustavo Deco , et al.
Neurophotonics, 2017, 4 (3), pp.031222. ⟨10.1117/1.NPh.4.3.031222⟩
Article dans une revue hal-02329366v1
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Technical report: supervised training of convolutional spiking neural networks with PyTorch

 Romain Zimmer , Thomas Pellegrini , Srisht Fateh Singh , Timothée Masquelier
[Technical Report] CERCO UMR 5549, CNRS – Université Toulouse 3, Toulouse, France. 2019
Rapport hal-02870276v1

Temporal Backpropagation for Spiking Neural Networks with One Spike per Neuron

 Saeed Reza Kheradpisheh , Timothée Masquelier
International Journal of Neural Systems, 2020, 30 (06), pp.2050027. ⟨10.1142/S0129065720500276⟩
Article dans une revue hal-02870202v1
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Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks

 Milad Mozafari , Mohammad Ganjtabesh , Abbas Nowzari-Dalini , Simon Thorpe , Timothée Masquelier
Pattern Recognition, 2019, 94, pp.87-95. ⟨10.1016/j.patcog.2019.05.015⟩
Article dans une revue hal-02353092v1
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STDP-based spiking deep convolutional neural networks for object recognition

 Saeed Reza Kheradpisheh , Mohammad Ganjtabesh , Simon J. Thorpe , Timothée Masquelier
Neural Networks, 2018, 99, pp.56--67. ⟨10.1016/j.neunet.2017.12.005⟩
Article dans une revue hal-02341957v1
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Spiking Neural Networks Trained via Proxy

 Saeed Reza Kheradpisheh , Maryam Mirsadeghi , Timothee Masquelier
IEEE Access, 2022, 10, pp.70769-70778. ⟨10.1109/ACCESS.2022.3187033⟩
Article dans une revue hal-03726571v1
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Adapting a ConvNeXt Model to Audio Classification on AudioSet

 Thomas Pellegrini , Ismail Khalfaoui-Hassani , Etienne Labbé , Timothée Masquelier
24th INTERSPEECH Conference (INTERSPEECH 2023), ISCA: International Speech Communication Association, Aug 2023, Dublin, Ireland. pp.4169-4173, ⟨10.21437/interspeech.2023-1564⟩
Communication dans un congrès hal-04236856v1
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Optimal Localist and Distributed Coding of Spatiotemporal Spike Patterns Through STDP and Coincidence Detection

 Timothée Masquelier , Saeed Reza Kheradpisheh
Frontiers in Computational Neuroscience, 2018, 12, ⟨10.3389/fncom.2018.00074⟩
Article dans une revue hal-02341971v1

Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks

 Wei Fang , Zhaofei Yu , Yanqi Chen , Timothee Masquelier , Tiejun Huang , et al.
2021 IEEE/CVF International Conference on Computer Vision (ICCV), Oct 2021, Montreal, France. pp.2641-2651, ⟨10.1109/ICCV48922.2021.00266⟩
Communication dans un congrès hal-03595021v1
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Mitigating Catastrophic Forgetting in Spiking Neural Networks through Threshold Modulation

 Ilyass Hammouamri , Timothée Masquelier , Dennis Wilson
Transactions on Machine Learning Research Journal, 2022
Article dans une revue hal-03887417v1

Oscillations, phase-of-firing coding, and spike timing-dependent plasticity: an efficient learning scheme.

 Timothée Masquelier , Etienne Hugues , Gustavo Deco , Simon J Thorpe
Journal of Neuroscience, 2009, 29 (43), pp.13484-93. ⟨10.1523/JNEUROSCI.2207-09.2009⟩
Article dans une revue hal-00428996v1
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Learning to recognize objects using waves of spikes and Spike Timing-Dependent Plasticity

 Timothée Masquelier , Simon J Thorpe
The 2010 International Joint Conference on Neural Networks (IJCNN), Jul 2010, Barcelona, Spain. pp.1-8
Communication dans un congrès hal-00580488v1
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Epileptic Seizure Detection Using a Neuromorphic-Compatible Deep Spiking Neural Network

 Pouya Soltani Zarrin , Romain Zimmer , Christian Wenger , Timothée Masquelier
International Work-Conference on Bioinformatics and Biomedical Engineering, 12108, pp.389-394, 2020, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-45385-5_34⟩
Chapitre d'ouvrage hal-02870231v1
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The wave of first spikes provides robust spatial cues for retinal information processing

 Geoffrey Portelli , John Barrett , Evelyne Sernagor , Timothée Masquelier , Pierre Kornprobst
[Research Report] RR-8559, INRIA. 2014
Rapport hal-01019953v1
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Rank order coding: a retinal information decoding strategy revealed by large-scale multielectrode array retinal recordings

 Geoffrey Portelli , John M. Barrett , Gerrit Hilgen , Timothée Masquelier , Alessandro Maccione , et al.
eNeuro, 2016, ⟨10.1523/ENEURO.0134-15.2016⟩
Article dans une revue hal-01316105v1
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