Emre Neftci

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Gert CauwenberghsProfessor of Bioengineering and Co-Director, Institute for Neural Computation, UC San DiegoVerified email at ucsd.edu
Giacomo IndiveriInstitute of Neuroinformatics, University of Zurich and ETH ZurichVerified email at ini.uzh.ch
Bruno U PedroniPostdoctoral Scholar, UC San DiegoVerified email at eng.ucsd.edu
Elisabetta ChiccaZernike Institute for Advanced Materials and CogniGron Center, University of GroningenVerified email at rug.nl
Georgios DetorakisUniversity of California IrvineVerified email at uci.edu
Friedemann ZenkeFriedrich Miescher Institute (FMI), University of BaselVerified email at fmi.ch
Hesham MostafaResearch scientist, Intel CorporationVerified email at intel.com
Rodney DouglasProfessor of Computational NeuroscienceVerified email at ini.phys.ethz.ch
Charles AugustineNVIDIA, Intel, Georgia Tech, Purdue, NXP, Philips, Texas InstrumentsVerified email at nvidia.com
somnath paulIntel CorporationVerified email at intel.com
Siddharth JoshiAssistant Professor at University of Notre Dame, Dept. of Comp. Science and Eng. and Dept. ofVerified email at nd.edu
Kenneth Michael StewartUS Naval Research LaboratoryVerified email at nrl.navy.mil
Jacques KaiserDeepScenarioVerified email at deepscenario.com
Maruan Al-ShedivatGenesis TherapeuticsVerified email at genesistherapeutics.ai
Jeff KrichmarProfessor of Cognitive Sciences, Professor of Computer Science, University of California, IrvineVerified email at uci.edu
Sadique SheikUnique AGVerified email at unique.ch
Mohammed E. FoudaRain AIVerified email at ieee.org
Ahmed EltawilProfessor of Electrical and Computer Engineering, King Abdullah University of Science and TechnologyVerified email at kaust.edu.sa
Fadi KurdahiProfessor of EECS, University of California, IrvineVerified email at uci.edu
Srinjoy DasWest Virginia UniversityVerified email at mail.wvu.edu

Emre Neftci

Institute Director, Forschungszentrum Jülich; Professor, RWTH Aachen

Verified email at fz-juelich.de - Homepage

Neuromorphic Engineering Computational Neuroscience Cognitive Systems and Behavior Machine Learning


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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	1495	2019
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	629	2023
2022 roadmap on neuromorphic computing and engineering DV Christensen, R Dittmann, B Linares-Barranco, A Sebastian, ... Neuromorphic Computing and Engineering 2 (2), 022501, 2022	505	2022
Event-driven random back-propagation: Enabling neuromorphic deep learning machines E Neftci, C Augustine, S Paul, G Detorakis Frontiers in neuroscience, 2017	347	2017
Synaptic plasticity dynamics for deep continuous local learning (DECOLLE) J Kaiser, H Mostafa, E Neftci Frontiers in Neuroscience 14, 424, 2020	328	2020
Reinforcement learning in artificial and biological systems EO Neftci, BB Averbeck Nature Machine Intelligence, 3, 2019	295	2019
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	290*	2016
Event-driven contrastive divergence for spiking neuromorphic systems E Neftci, S Das, B Pedroni, K Kreutz-Delgado, G Cauwenberghs Frontiers in neuroscience 7, 2014	268	2014
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	191	2013
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	174	2016
Brain-inspired learning on neuromorphic substrates F Zenke, EO Neftci Proceedings of the IEEE 109 (5), 935-950, 2021	110	2021
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	106	2014
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	103	2016
Visualizing a joint future of neuroscience and neuromorphic engineering F Zenke, SM Bohté, C Clopath, IM Comşa, J Göltz, W Maass, ... Neuron 109 (4), 571-575, 2021	85	2021
Learning of chunking sequences in cognition and behavior J Fonollosa, E Neftci, M Rabinovich PLoS computational biology 11 (11), e1004592, 2015	78	2015
A systematic method for configuring VLSI networks of spiking neurons E Neftci, E Chicca, G Indiveri, R Douglas Neural computation, 1-41, 2011	71	2011
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	56	2020
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	55	2020
Neural sampling machine with stochastic synapse allows brain-like learning and inference S Dutta, G Detorakis, A Khanna, B Grisafe, E Neftci, S Datta Nature Communications 13 (1), 2571, 2022	53	2022
Data and power efficient intelligence with neuromorphic learning machines EO Neftci Iscience 5, 52-68, 2018	52	2018

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