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Guillaume BELLEC
Guillaume BELLEC
EPFL
Bestätigte E-Mail-Adresse bei epfl.ch - Startseite
Titel
Zitiert von
Zitiert von
Jahr
Long short-term memory and learning-to-learn in networks of spiking neurons
G Bellec*, D Salaj*, A Subramoney*, R Legenstein, W Maass
Advances in Neural Information Processing Systems 31, 2018
5972018
A solution to the learning dilemma for recurrent networks of spiking neurons
G Bellec*, F Scherr*, A Subramoney, E Hajek, D Salaj, R Legenstein, ...
Nature Communications 11 (3625), 2020
5622020
Deep rewiring: Training very sparse deep networks
G Bellec, D Kappel, W Maass, R Legenstein
ICLR 2018, 2017
3352017
Neuromorphic hardware in the loop: Training a deep spiking network on the brainscales wafer-scale system
S Schmitt, J Klähn, G Bellec, A Grübl, M Guettler, A Hartel, S Hartmann, ...
2017 international joint conference on neural networks (IJCNN), 2227-2234, 2017
2112017
Biologically inspired alternatives to backpropagation through time for learning in recurrent neural nets
G Bellec, F Scherr, E Hajek, D Salaj, R Legenstein, W Maass
arXiv preprint arXiv:1901.09049, 2019
1132019
Local plasticity rules can learn deep representations using self-supervised contrastive predictions
B Illing, J Ventura, G Bellec*, W Gerstner*
Advances in Neural Information Processing Systems 34, 2021
922021
Spike frequency adaptation supports network computations on temporally dispersed information
D Salaj, A Subramoney, C Kraisnikovic, G Bellec, R Legenstein, W Maass
Elife 10, e65459, 2021
84*2021
Memory-efficient deep learning on a SpiNNaker 2 prototype
C Liu, G Bellec, B Vogginger, D Kappel, J Partzsch, F Neumärker, ...
Frontiers in neuroscience 12, 840, 2018
732018
An exact mapping from ReLU networks to spiking neural networks
A Stanojevic, S Woźniak, G Bellec, G Cherubini, A Pantazi, W Gerstner
Neural Networks 168, 74-88, 2023
272023
Pattern representation and recognition with accelerated analog neuromorphic systems
MA Petrovici, S Schmitt, J Klähn, D Stöckel, A Schroeder, G Bellec, J Bill, ...
2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017
232017
Fitting summary statistics of neural data with a differentiable spiking network simulator
G Bellec*, S Wang*, A Modirshanechi, J Brea, W Gerstner
Advances in Neural Information Processing Systems 34, 2021
112021
Eligibility traces provide a data-inspired alternative to backpropagation through time
G Bellec, F Scherr, E Hajek, D Salaj, A Subramoney, R Legenstein, ...
Real Neurons {\&} Hidden Units: Future directions at the intersection of …, 2019
112019
Classification with deep neural networks on an accelerated analog neuromorphic system
S Schmitt, J Klähn, G Bellec, A Grübl, M Güttler, A Hartel, S Hartmann, ...
Proceedings of the 2017 IEEE International Joint Conference on Neural Networks, 2017
112017
High-performance deep spiking neural networks with 0.3 spikes per neuron
A Stanojevic, S Woźniak, G Bellec, G Cherubini, A Pantazi, W Gerstner
Nature Communications 15 (1), 6793, 2024
72024
Mesoscopic modeling of hidden spiking neurons
S Wang, V Schmutz, G Bellec, W Gerstner
Advances in Neural Information Processing Systems 35, 23566-23579, 2022
72022
Slow feature analysis with spiking neurons and its application to audio stimuli
G Bellec, M Galtier, R Brette, P Yger
Journal of computational neuroscience 40, 317-329, 2016
62016
Are training trajectories of deep single-spike and deep ReLU network equivalent?
A Stanojevic, S Woźniak, G Bellec, G Cherubini, A Pantazi, W Gerstner
arXiv preprint arXiv:2306.08744, 2023
42023
Revisiting the role of synaptic plasticity and network dynamics for fast learning in spiking neural networks
A Subramoney, G Bellec, F Scherr, R Legenstein, W Maass
bioRxiv, 2021.01. 25.428153, 2021
42021
Trial matching: capturing variability with data-constrained spiking neural networks
C Sourmpis, C Petersen, W Gerstner, G Bellec
Advances in Neural Information Processing Systems 36, 74787-74798, 2023
32023
Creating audio based experiments as social web games with the casimir framework
D Wolff, G Bellec, A Friberg, A MacFarlane, T Weyde
Audio Engineering Society Conference: 53rd International Conference …, 2014
32014
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