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168 Publications

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The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity.

Christian Pehle, Sebastian Billaudelle, Benjamin Cramer, Jakob Kaiser, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Aron Leibfried, Eric Müller, Johannes Schemmel

arXiv 2022-01-26
Surrogate gradients for analog neuromorphic computing

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

Proceedings of the National Academy of Sciences, Vol. 119, No. 4 2022-01-18
Variational learning of quantum ground states on spiking neuromorphic hardware

R. Klassert, A. Baumbach, M.A. Petrovici, and M. Gärttner

arXiv 2021-11-25
Fast and energy-efficient neuromorphic deep learning with first-spike times

J. Göltz, L. Kriener, A. Baumbach, S. Billaudelle, O. Breitwieser, B. Cramer, D. Dold, A. F. Kungl, W. Senn, J. Schemmel, K. Meier, M. A. Petrovici

Nature Machine Intelligence, Vol. 3, No. 9 2021-09-17
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System

Yannik Stradmann, Sebastian Billaudelle, Oliver Breitwieser, Falk Leonard Ebert, Arne Emmel, Dan Husmann, Joscha Ilmberger, Eric Müller, Philipp Spilger, Johannes Weis, Johannes Schemmel

arXiv 2021-08-27
EMULATING DENDRITIC COMPUTING PARADIGMS ON ANALOG NEUROMORPHIC HARDWARE

Jakob Kaiser, Sebastian Billaudelle, Eric Müller, Christian Tetzlaff, Johannes Schemmel, Sebastian Schmitt

Neuroscience 2021-08-21
Reservoirs learn to learn

Anand Subramoney, Franz Scherr, Wolfgang Maass

In: Reservoir Computing: Theory, Physical Implementations, and Applications. K. Nakajima and I. Fischer, editors 2021-08-01