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 | 208 | 2017 |
A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems D Brüderle, MA Petrovici, B Vogginger, M Ehrlich, T Pfeil, S Millner, ... Biological cybernetics 104, 263-296, 2011 | 148 | 2011 |
The SpiNNaker 2 processing element architecture for hybrid digital neuromorphic computing S Höppner, Y Yan, A Dixius, S Scholze, J Partzsch, M Stolba, F Kelber, ... arXiv preprint arXiv:2103.08392, 2021 | 86 | 2021 |
Characterization and compensation of network-level anomalies in mixed-signal neuromorphic modeling platforms MA Petrovici, B Vogginger, P Müller, O Breitwieser, M Lundqvist, L Muller, ... PloS one 9 (10), e108590, 2014 | 82 | 2014 |
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 | 71 | 2018 |
VLSI implementation of a 2.8 Gevent/s packet-based AER interface with routing and event sorting functionality S Scholze, S Schiefer, J Partzsch, S Hartmann, CG Mayr, S Höppner, ... Frontiers in neuroscience 5, 117, 2011 | 52 | 2011 |
Efficient reward-based structural plasticity on a SpiNNaker 2 prototype Y Yan, D Kappel, F Neumärker, J Partzsch, B Vogginger, S Höppner, ... IEEE transactions on biomedical circuits and systems 13 (3), 579-591, 2019 | 48 | 2019 |
Comparing Loihi with a SpiNNaker 2 prototype on low-latency keyword spotting and adaptive robotic control Y Yan, TC Stewart, X Choo, B Vogginger, J Partzsch, S Höppner, F Kelber, ... Neuromorphic Computing and Engineering 1 (1), 014002, 2021 | 46 | 2021 |
The operating system of the neuromorphic BrainScaleS-1 system E Müller, S Schmitt, C Mauch, S Billaudelle, A Grübl, M Güttler, ... Neurocomputing 501, 790-810, 2022 | 34 | 2022 |
Dynamic voltage and frequency scaling for neuromorphic many-core systems S Höppner, Y Yan, B Vogginger, A Dixius, J Partzsch, F Neumärker, ... 2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017 | 31 | 2017 |
Reducing the computational footprint for real-time BCPNN learning B Vogginger, R Schüffny, A Lansner, L Cederström, J Partzsch, ... Frontiers in neuroscience 9, 2, 2015 | 30 | 2015 |
Doppler ambiguity resolution for binary-phase-modulated MIMO FMCW radars HA Gonzalez, C Liu, B Vogginger, CG Mayr 2019 International Radar Conference (RADAR), 1-6, 2019 | 29 | 2019 |
A Software Framework for Mapping Neural Networks to a Wafer-scale Neuromorphic Hardware System. M Ehrlich, K Wendt, L Zühl, R Schüffny, D Brüderle, E Müller, B Vogginger ANNIIP, 43-52, 2010 | 27 | 2010 |
Dynamic power management for neuromorphic many-core systems S Höppner, B Vogginger, Y Yan, A Dixius, S Scholze, J Partzsch, ... IEEE Transactions on Circuits and Systems I: Regular Papers 66 (8), 2973-2986, 2019 | 26 | 2019 |
Automotive radar processing with spiking neural networks: Concepts and challenges B Vogginger, F Kreutz, J López-Randulfe, C Liu, R Dietrich, HA Gonzalez, ... Frontiers in neuroscience 16, 851774, 2022 | 23 | 2022 |
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 | 23 | 2017 |
Neurobench: Advancing neuromorphic computing through collaborative, fair and representative benchmarking J Yik, SH Ahmed, Z Ahmed, B Anderson, AG Andreou, C Bartolozzi, ... arXiv 2023, 2304.04640 v2, 2023 | 22 | 2023 |
E-prop on SpiNNaker 2: Exploring online learning in spiking RNNs on neuromorphic hardware A Rostami, B Vogginger, Y Yan, CG Mayr Frontiers in Neuroscience 16, 1018006, 2022 | 22 | 2022 |
Neuromorphic intermediate representation: A unified instruction set for interoperable brain-inspired computing JE Pedersen, S Abreu, M Jobst, G Lenz, V Fra, FC Bauer, DR Muir, ... Nature Communications 15 (1), 8122, 2024 | 20 | 2024 |
Applied spiking neural networks for radar-based gesture recognition F Kreutz, P Gerhards, B Vogginger, K Knobloch, CG Mayr 2021 7th International Conference on Event-Based Control, Communication, and …, 2021 | 19 | 2021 |