The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity C Pehle, S Billaudelle, B Cramer, J Kaiser, K Schreiber, Y Stradmann, ... Frontiers in Neuroscience 16, 795876, 2022 | 148 | 2022 |
Demonstrating advantages of neuromorphic computation: a pilot study T Wunderlich, AF Kungl, E Müller, A Hartel, Y Stradmann, SA Aamir, ... Frontiers in neuroscience 13, 260, 2019 | 142 | 2019 |
Surrogate gradients for analog neuromorphic computing B Cramer, S Billaudelle, S Kanya, A Leibfried, A Grübl, V Karasenko, ... Proceedings of the National Academy of Sciences 119 (4), e2109194119, 2022 | 126* | 2022 |
Fast and energy-efficient neuromorphic deep learning with first-spike times J Göltz, L Kriener, A Baumbach, S Billaudelle, O Breitwieser, B Cramer, ... Nature machine intelligence 3 (9), 823-835, 2021 | 121 | 2021 |
Accelerated analog neuromorphic computing J Schemmel, S Billaudelle, P Dauer, J Weis Analog Circuits for Machine Learning, Current/Voltage/Temperature Sensors …, 2021 | 57 | 2021 |
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate S Billaudelle, Y Stradmann, K Schreiber, B Cramer, A Baumbach, D Dold, ... 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020 | 57 | 2020 |
Verification and design methods for the brainscales neuromorphic hardware system A Grübl, S Billaudelle, B Cramer, V Karasenko, J Schemmel Journal of Signal Processing Systems 92, 1277-1292, 2020 | 46 | 2020 |
Emulating dendritic computing paradigms on analog neuromorphic hardware J Kaiser, S Billaudelle, E Müller, C Tetzlaff, J Schemmel, S Schmitt Neuroscience 489, 290-300, 2022 | 44 | 2022 |
Fast and deep neuromorphic learning with first-spike coding J Göltz, A Baumbach, S Billaudelle, AF Kungl, O Breitwieser, K Meier, ... Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020 | 42 | 2020 |
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 | 31 | 2022 |
Publishing statistical models: Getting the most out of particle physics experiments K Cranmer, S Kraml, H Prosper, P Bechtle, FU Bernlochner, IM Bloch, ... SciPost Physics 12 (1), 037, 2022 | 31 | 2022 |
Structural plasticity on an accelerated analog neuromorphic hardware system S Billaudelle, B Cramer, MA Petrovici, K Schreiber, D Kappel, ... Neural Networks 133, 11-20, 2021 | 31 | 2021 |
A scalable approach to modeling on accelerated neuromorphic hardware E Müller, E Arnold, O Breitwieser, M Czierlinski, A Emmel, J Kaiser, ... Frontiers in neuroscience 16, 884128, 2022 | 27 | 2022 |
hxtorch: PyTorch for BrainScaleS-2: Perceptrons on Analog Neuromorphic Hardware P Spilger, E Müller, A Emmel, A Leibfried, C Mauch, C Pehle, J Weis, ... IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile …, 2020 | 25 | 2020 |
Inference with artificial neural networks on analog neuromorphic hardware J Weis, P Spilger, S Billaudelle, Y Stradmann, A Emmel, E Müller, ... IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile …, 2020 | 17 | 2020 |
Demonstrating analog inference on the brainscales-2 mobile system Y Stradmann, S Billaudelle, O Breitwieser, FL Ebert, A Emmel, ... IEEE Open Journal of Circuits and Systems 3, 252-262, 2022 | 14 | 2022 |
An accurate and flexible analog emulation of AdEx neuron dynamics in silicon S Billaudelle, J Weis, P Dauer, J Schemmel 2022 29th IEEE International Conference on Electronics, Circuits and Systems …, 2022 | 13 | 2022 |
Spiking neuromorphic chip learns entangled quantum states S Czischek, A Baumbach, S Billaudelle, B Cramer, L Kades, ... SciPost Physics 12 (1), 039, 2022 | 13 | 2022 |
Fast and deep: Energy-efficient neuromorphic learning with first-spike times J Göltz, L Kriener, A Baumbach, S Billaudelle, O Breitwieser, B Cramer, ... arXiv preprint arXiv:1912.11443, 2019 | 13 | 2019 |
Spiking neural network nonlinear demapping on neuromorphic hardware for IM/DD optical communication E Arnold, G Böcherer, F Strasser, E Müller, P Spilger, S Billaudelle, J Weis, ... Journal of Lightwave Technology 41 (11), 3424-3431, 2023 | 10 | 2023 |