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 | 1140 | 2019 |
2022 roadmap on neuromorphic computing and engineering DV Christensen, R Dittmann, B Linares-Barranco, A Sebastian, ... Neuromorphic Computing and Engineering 2 (2), 022501, 2022 | 358 | 2022 |
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 | 345 | 2023 |
Event-driven random back-propagation: Enabling neuromorphic deep learning machines E Neftci, C Augustine, S Paul, G Detorakis Frontiers in neuroscience, 2017 | 336 | 2017 |
Synaptic plasticity dynamics for deep continuous local learning (DECOLLE) J Kaiser, H Mostafa, E Neftci Frontiers in Neuroscience 14, 515306, 2020 | 271 | 2020 |
Event-driven contrastive divergence for spiking neuromorphic systems E Neftci, S Das, B Pedroni, K Kreutz-Delgado, G Cauwenberghs Frontiers in neuroscience 7, 2014 | 256 | 2014 |
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 | 255* | 2016 |
Reinforcement learning in artificial and biological systems EO Neftci, BB Averbeck Nature Machine Intelligence, 3, 2019 | 244 | 2019 |
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 | 178 | 2013 |
Stochastic synapses enable efficient brain-inspired learning machines EO Neftci, BU Pedroni, S Joshi, M Al-Shedivat, G Cauwenberghs Frontiers in neuroscience 10, 185771, 2016 | 163 | 2016 |
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 | 100 | 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 | 95 | 2016 |
Brain-inspired learning on neuromorphic substrates F Zenke, EO Neftci Proceedings of the IEEE 109 (5), 935-950, 2021 | 89 | 2021 |
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 | 72 | 2021 |
Learning of chunking sequences in cognition and behavior J Fonollosa, E Neftci, M Rabinovich PLoS computational biology 11 (11), e1004592, 2015 | 69 | 2015 |
A systematic method for configuring VLSI networks of spiking neurons E Neftci, E Chicca, G Indiveri, R Douglas Neural computation, 1-41, 2011 | 69 | 2011 |
Data and power efficient intelligence with neuromorphic learning machines EO Neftci Iscience 5, 52-68, 2018 | 51 | 2018 |
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 | 49 | 2016 |
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 | 47 | 2020 |
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 | 46 | 2020 |