Silicon Brains - Publications

 

153 Publications

Fast and deep: energy-efficient neuromorphic learning with first-spike times

Julian Göltz, Laura Kriener, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Benjamin Cramer, Dominik Dold, Akos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai Alexandru Petrovici

2020-11-19
Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate

S. Billaudelle, Y. Stradmann, K. Schreiber, B. Cramer, A. Baumbach, D. Dold, J. Goltz, A. F. Kungl, T. C. Wunderlich, A. Hartel, E. Muller, O. Breitwieser, C. Mauch, M. Kleider, A. Grubl, D. Stockel, C. Pehle, A. Heimbrecht, P. Spilger, G. Kiene, V. Karasenko, W. Senn, M. A. Petrovici, J. Schemmel, K. Meier

2020 IEEE International Symposium on Circuits and Systems (ISCAS) 2020-10-01
Robustness to Noisy Synaptic Weights in Spiking Neural Networks

Chen Li, Runze Chen, Christoforos Moutafis, Steve Furber

2020 International Joint Conference on Neural Networks (IJCNN) 2020-09-28
Spiking neuromorphic chip learns entangled quantum states

Stefanie Czischek, Andreas Baumbach, Sebastian Billaudelle, Benjamin Cramer, Lukas Kades, Jan M. Pawlowski, Markus K. Oberthaler, Johannes Schemmel, Mihai A. Petrovici, Thomas Gasenzer, Martin Gärttner

arXiv 2020-08-05
Inference with Artificial Neural Networks on the Analog BrainScaleS-2 Hardware

Johannes Weis, Philipp Spilger, Sebastian Billaudelle, Yannik Stradmann, Arne Emmel, Eric Müller, Oliver Breitwieser, Andreas Grübl, Joscha Ilmberger, Vitali Karasenko, Mitja Kleider, Christian Mauch, Korbinian Schreiber, Johannes Schemmel

arXiv 2020-07-01
hxtorch: PyTorch for BrainScaleS-2 Perceptrons on Analog Neuromorphic Hardware

Philipp Spilger, Eric Müller, Arne Emmel, Aron Leibfried, Christian Mauch, Christian Pehle, Johannes Weis, Oliver Breitwieser, Sebastian Billaudelle, Sebastian Schmitt, Timo C. Wunderlich, Yannik Stradmann, Johannes Schemmel

arXiv 2020-07-01
One-shot learning with spiking neural networks

Franz Scherr, Christoph Stöckl, Wolfgang Maass

bioRxiv 2020-06-19
Training spiking multi-layer networks with surrogate gradients on an analog neuromorphic substrate

Benjamin Cramer, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Johannes Schemmel, Friedemann Zenke

arXiv 2020-06-12