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Emre Neftci
Emre Neftci
Institute Director, Forschungszentrum Jülich; Professor, RWTH Aachen
Adresă de e-mail confirmată pe fz-juelich.de - Pagina de pornire
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Surrogate gradient learning in spiking neural networks: Bringing the power of gradient-based optimization to spiking neural networks
EO Neftci, H Mostafa, F Zenke
IEEE Signal Processing Magazine 36 (6), 51-63, 2019
12522019
Training spiking neural networks using lessons from deep learning
JK Eshraghian, M Ward, EO Neftci, X Wang, G Lenz, G Dwivedi, ...
Proceedings of the IEEE, 2023
4412023
2022 roadmap on neuromorphic computing and engineering
DV Christensen, R Dittmann, B Linares-Barranco, A Sebastian, ...
Neuromorphic Computing and Engineering 2 (2), 022501, 2022
4122022
Event-driven random back-propagation: Enabling neuromorphic deep learning machines
E Neftci, C Augustine, S Paul, G Detorakis
Frontiers in neuroscience, 2017
3372017
Synaptic plasticity dynamics for deep continuous local learning (DECOLLE)
J Kaiser, H Mostafa, E Neftci
Frontiers in Neuroscience 14, 424, 2020
2822020
Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware
EN Peter U. Diehl, Guido Zarrella, Andrew Cassidy, Bruno U. Pedroni
arXiv preprint arXiv:1601.04187, 2016
270*2016
Reinforcement learning in artificial and biological systems
EO Neftci, BB Averbeck
Nature Machine Intelligence, 3, 2019
2652019
Event-driven contrastive divergence for spiking neuromorphic systems
E Neftci, S Das, B Pedroni, K Kreutz-Delgado, G Cauwenberghs
Frontiers in neuroscience 7, 2014
2582014
Synthesizing cognition in neuromorphic electronic systems
E Neftci, J Binas, U Rutishauser, E Chicca, G Indiveri, RJ Douglas
Proceedings of the National Academy of Sciences 110 (37), E3468-E3476, 2013
1812013
Stochastic synapses enable efficient brain-inspired learning machines
EO Neftci, BU Pedroni, S Joshi, M Al-Shedivat, G Cauwenberghs
Frontiers in neuroscience 10, 241, 2016
1682016
A 65k-neuron 73-Mevents/s 22-pJ/event asynchronous micro-pipelined integrate-and-fire array transceiver
J Park, S Ha, T Yu, E Neftci, G Cauwenberghs
2014 IEEE biomedical circuits and systems conference (BioCAS) proceedings …, 2014
1032014
Truehappiness: Neuromorphic emotion recognition on truenorth
PU Diehl, BU Pedroni, A Cassidy, P Merolla, E Neftci, G Zarrella
2016 international joint conference on neural networks (ijcnn), 4278-4285, 2016
1012016
Brain-inspired learning on neuromorphic substrates
F Zenke, EO Neftci
Proceedings of the IEEE 109 (5), 935-950, 2021
952021
Visualizing a joint future of neuroscience and neuromorphic engineering
F Zenke, SM Bohté, C Clopath, IM Comșa, J Göltz, W Maass, ...
Neuron 109 (4), 571-575, 2021
782021
Learning of chunking sequences in cognition and behavior
J Fonollosa, E Neftci, M Rabinovich
PLoS computational biology 11 (11), e1004592, 2015
712015
A systematic method for configuring VLSI networks of spiking neurons
E Neftci, E Chicca, G Indiveri, R Douglas
Neural computation, 1-41, 2011
702011
Spiking neural networks for inference and learning: A memristor-based design perspective
ME Fouda, F Kurdahi, A Eltawil, E Neftci
Memristive Devices for Brain-Inspired Computing, 499-530, 2020
532020
Data and power efficient intelligence with neuromorphic learning machines
EO Neftci
Iscience 5, 52-68, 2018
512018
Online few-shot gesture learning on a neuromorphic processor
K Stewart, G Orchard, SB Shrestha, E Neftci
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 10 (4 …, 2020
492020
Training a probabilistic graphical model with resistive switching electronic synapses
SB Eryilmaz, E Neftci, S Joshi, SB Kim, M BrightSky, HL Lung, C Lam, ...
IEEE Transactions on Electron Devices 63 (12), 5004-5011, 2016
492016
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