| 2023 | |||||
| Simulation-based inference for model parameterization on analog neuromorphic hardware | |||||
| Jakob Kaiser, Raphael Stock, Eric Müller, Johannes Schemmel, Sebastian Schmitt | |||||
| Jakob Kaiser et al 2023 Neuromorph. Comput. Eng. 3 044006 | |||||
| From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system | |||||
| Hartmut Schmidt and José Montes and Andreas Grübl and Maurice Güttler and Dan Husmann and Joscha Ilmberger and Jakob Kaiser and Christian Mauch and Eric Müller and Lars Sterzenbach and Johannes Schemmel and Sebastian Schmitt | |||||
| Neuromorphic Computing and Engineering 3 (2023) 034013 | |||||
| pdf (6.3 MB) URL | |||||
| Gradient-based methods for spiking physical systems | |||||
| Julian Göltz, Sebastian Billaudelle, Laura Kriener, Luca Blessing, Christian Pehle, Eric Müller, Johannes Schemmel, Mihai A. Petrovici | |||||
| pdf (567.8 kB) | |||||
| Autocorrelations from emergent bistability in homeostatic spiking neural networks on neuromorphic hardware | |||||
| Benjamin Cramer, Markus Kreft, Sebastian Billaudelle, Vitali Karasenko, Aron Leibfried, Eric Müller, Philipp Spilger, Johannes Weis, Johannes Schemmel, Miguel A. Muñoz, Viola Priesemann, Johannes Zierenberg | |||||
| URL pdf (2.2 MB) | |||||
| Spiking Neural Network Nonlinear Demapping on Neuromorphic Hardware for IM/DD Optical Communication | |||||
| Arnold, Elias and Böcherer, Georg and Strasser, Florian and Müller, Eric and Spilger, Philipp and Billaudelle, Sebastian and Weis, Johannes and Schemmel, Johannes and Calabrò, Stefano and Kuschnerov, Maxim | |||||
| https://ieeexplore.ieee.org/document/10059327 | |||||
| pdf (1.5 MB) | |||||
| hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2 | |||||
| Philipp Spilger, Elias Arnold, Luca Blessing, Christian Mauch, Christian Pehle, Eric Müller, Johannes Schemmel | |||||
| pdf (704.6 kB) | |||||
| Leveraging PyTorch on BrainScaleS-2: Training a Real-World Application | |||||
| Elias Arnold, Philipp Spilger, Eric Müller, Georg Böcherer, Maxim Kuschnerov, Johannes Schemmel | |||||
| pdf (6.9 MB) | |||||
| 2022 | |||||
| Neuromorphic quantum computing | |||||
| Christian Pehle and Christof Wetterich | |||||
| Physical Review E, Vol. 106, No. 4 | |||||
| pdf (928.3 kB) Prepring on arXiv | |||||
| Neuromorphic quantum computing | |||||
| Christian Pehle and Christof Wetterich | |||||
| pdf (765.2 kB) | |||||
| Spiking Neural Network Equalization for IM/DD Optical Communication | |||||
| Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov | |||||
| Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication | |||||
| Elias Arnold and Georg Böcherer and Eric Müller and Philipp Spilger and Johannes Schemmel and Stefano Calabrò and Maxim Kuschnerov | |||||
| Gradient Computation With Sparse Observations for Analog Neuromorphic Hardware | |||||
| Luca Blessing, Elias Arnold, Eric Müller, Johannes Schemmel, Christian Pehle | |||||
| pdf (6.6 MB) | |||||
| Demonstrating a Fully Automated Software Framework for PyTorch-based Training on BrainScaleS-2 Using a High-speed Data Communication Example | |||||
| Elias Arnold, Philipp Spilger, Christian Mauch, Luca Blessing, Eric Müller, Johannes Schemmel | |||||
| pdf (2.1 MB) | |||||
| Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication | |||||
| Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov | |||||
| Emulating Dendritic Computing Paradigms on Analog Neuromorphic Hardware | |||||
| Jakob Kaiser, Sebastian Billaudelle, Eric Müller, Christian Tetzlaff, Johannes Schemmel, Sebastian Schmitt | |||||
| Neuroscience 489 (2022) 290-300 | |||||
| The Operating System of the Neuromorphic BrainScaleS-1 System | |||||
| Eric Müller, Sebastian Schmitt, Christian Mauch, Sebastian Billaudelle, Andreas Grübl, Maurice Güttler, Dan Husmann, Joscha Ilmberger, Sebastian Jeltsch, Jakob Kaiser, Johann Klähn, Mitja Kleider, Christoph Koke, José Montes, Paul Müller, Johannes Partzsch, Felix Passenberg, Hartmut Schmidt, Bernhard Vogginger, Jonas Weidner, Christian Mayr, Johannes Schemmel | |||||
| Neurocomputing (2022) | |||||
| pdf (6.3 MB) arXiv pre-print | |||||
| 2021 | |||||
| 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:2103.15960 | |||||
| pdf (6.6 MB) arXiv preprint (2103.15960) | |||||
| 2020 | |||||
| Self-sustained probabilistic computing on spike-based neuromorphic systems | |||||
| Akos F. Kungl, Dominik Dold, Andreas Baumbach, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Nico Gürtler, Maurice Güttler, Andreas Hartel, Dan Husmann, Kai Husmann, Vitali Karasenko, Johann Klähn, Mitja Kleider, Christoph Koke, Alexander Kugele, Luziwei Leng, Christian Mauch, Eric Müller, Paul Müller, Sebastian Schmitt, Karlheinz Meier, Johannes Schemmel, Walter Senn and Mihai A. Petrovici | |||||
| Bernstein Conference - Online only, 2020 | |||||
| Poster walkthrough video pdf (8.8 MB) Bernstein Abstracts official site | |||||
| 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 | |||||
| https://arxiv.org/abs/2006.13138 | |||||
| arXiv pre-print | |||||
| Extending BrainScaleS OS for BrainScaleS-2 | |||||
| Eric Müller, Christian Mauch, Philipp Spilger, Oliver Julien Breitwieser, Johann Klähn, David Stöckel, Timo C. Wunderlich, Johannes Schemmel | |||||
| https://arxiv.org/abs/2003.13750 | |||||
| arXiv pre-print pdf (5.2 MB) | |||||
| BrainScaleS — Accelerated Analog Neuromorphic Hardware | |||||
| Eric Müller | |||||
| Accelerated Analog Neuromorphic Hardware | |||||
| Eric Müller | |||||
| Inference with Artificial Neural Networks on Analog Neuromorphic 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 | |||||
| Communications in Computer and Information Science, vol 1325 (2020), pp 201-212 | |||||
| arXiv Springer Link | |||||
| 2019 | |||||
| Brain-Inspired Hardware for Artificial Intelligence: Accelerated Learning in a Physical-Model Spiking Neural Network | |||||
| Timo C. Wunderlich, Akos F. Kungl, Eric Müller, Johannes Schemmel, Mihai Petrovici | |||||
| Artificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation (2019) | |||||
| arXiV Poster (5.1 MB) Springer Link | |||||
| Accelerated physical emulation of Bayesian inference in spiking neural networks | |||||
| Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici | |||||
| Frontiers in Neuroscience 13 (2019) 1201 | |||||
| pdf (13.7 MB) Journal Publication arXiv | |||||
| Experiments on Next-generation BrainScaleS | |||||
| Eric Müller | |||||
| Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate | |||||
| Sebastian Billaudelle*, Yannik Stradmann*, Korbinian Schreiber*, Benjamin Cramer*, Andreas Baumbach*, Dominik Dold*, Julian Göltz*, Akos F. Kungl*, Timo C. Wunderlich*, Andreas Hartel, Eric Müller, Oliver Breitwieser, Christian Mauch, Mitja Kleider, Andreas Grübl, David Stöckel, Christian Pehle, Arthur Heimbrecht, Philipp Spilger, Gerd Kiene, Vitali Karasenko, Walter Senn, Mihai A. Petrovici^, Johannes Schemmel^, Karlheinz Meier^ | |||||
| 2020 IEEE International Symposium on Circuits and Systems (ISCAS) (pp. 1-5). IEEE | |||||
| IEEE pdf (919.3 kB) ArXiv | |||||
| Demonstrating Advantages of Neuromorphic Computation: A Pilot Study | |||||
| Timo Wunderlich, Akos F. Kungl, Eric Müller, Andreas Hartel, Yannik Stradmann, Syed Ahmed Aamir, Andreas Grübl, Arthur Heimbrecht, Korbinian Schreiber, David Stöckel, Christian Pehle, Sebastian Billaudelle, Gerd Kiene, Christian Mauch, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici | |||||
| Frontiers in Neuroscience | |||||
| Frontiers pdf (3.6 MB) | |||||
| 2018 | |||||
| How to use the embedded processor on BrainScaleS-2 — Structural plasticity, virtual environments, … | |||||
| Eric Müller | |||||
| Experiments on Second-Generation BrainScaleS Prototypes | |||||
| Eric Müller | |||||
| Dynamics of Large-scale Spiking Neural Networks | |||||
| Eric Müller | |||||
| Neuromorphic Computing & Synergies with HPC | |||||
| Eric Müller | |||||
| Training and deployment of hierarchical inference networks on a physical neuromorphic substrate | |||||
| Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici | |||||
| Bernstein Conference - 2018 Berlin | |||||
| Abstract pdf (7.3 MB) | |||||
| Generative models on accelerated neuromorphic hardware | |||||
| Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici | |||||
| CNS - Computational Neuroscience Conference - 2018 Seattle | |||||
| pdf (7.3 MB) BMC Neuroscience 2018, 19(Suppl 2):P154 | |||||
| 2017 | |||||
| Stochastic computation on spiking neuromorphic hardware | |||||
| Dominik Dold, Ákos F. Kungl, Andreas Baumbach, Johann Klähn, Ilja Bytschok, Paul Müller, Oliver Breitwieser, Andreas Grübl, Maurice Güttler, Dan Husmann, Mitja Kleider, Christoph Koke, Alexander Kugele, Christian Mauch, Eric Müller, Sebastian Schmitt, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici | |||||
| Bernstein Conference 2017 | |||||
| figure (382.5 kB) poster (2.2 MB) abstract | |||||
| Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System | |||||
| Sebastian Schmitt*, Johann Klaehn*, Guillaume Bellec, Andreas Gruebl, Maurice Guettler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Vitali Karasenko, Mitja Kleider, Christoph Koke, Christian Mauch, Eric Mueller, Paul Mueller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Johannes Schemmel, Karlheinz Meier | |||||
| Proceedings of the 2017 IEEE International Joint Conference on Neural Networks | |||||
| IEEE Xplore arXiv link | |||||
| Pattern representation and recognition with accelerated analog neuromorphic systems | |||||
| Mihai A. Petrovici*, Sebastian Schmitt*, Johann Klähn*, David Stöckel*, Anna Schroeder*, Guillaume Bellec, Johannes Bill, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Thomas Pfeil, Stefan Schiefer, Stefan Scholze, Anand Subramoney, Vasilis Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier | |||||
| Proceedings of the 2017 IEEE International Symposium on Circuits and Systems (ISCAS) | |||||
| IEEE Xplore arXiv link | |||||
| Simulating Without a Computer — Physical Models of Neural Circuits | |||||
| Eric Müller | |||||
| 2014 | |||||
| Novel Operation Modes of Accelerated Neuromorphic Hardware | |||||
| Eric Christian Müller | |||||
| Dissertation pdf (9.5 MB) | |||||
| 2013 | |||||
| Six networks on a universal neuromorphic computing substrate | |||||
| Thomas Pfeil, Andreas Grübl, Sebastian Jeltsch, Eric Müller, Paul Müller, Mihai A. Petrovici, Michael Schmuker, Daniel Brüderle, Johannes Schemmel, Karlheinz Meier | |||||
| Front. Neurosci. vol. 7, no. 11, 2013 | |||||
| Online Access | |||||
| 2011 | |||||
| A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems | |||||
| Daniel Brüderle, Mihai A. Petrovici, Bernhard Vogginger, Matthias Ehrlich, Thomas Pfeil, Sebastian Millner, Andreas Grübl, Karsten Wendt, Eric Müller and Marc-Olivier Schwartz, et al. | |||||
| Biological Cybernetics | |||||
| Online Article | |||||
| 2010 | |||||
| A software framework for mapping neural networks to a wafer-scale neuromorphic hardware system | |||||
| Matthias Ehrlich, Karsten Wendt, Lukas Zühl, Rene Schüffny, Daniel Brüderle, Eric Müller and Bernhard Vogginger | |||||
| Proceedings of the 2010 Artificial Neural Networks and Intelligent Information Processing Conference (ANNIIP) | |||||
| Fulltext PDF (557.5 kB) | |||||
| Simulator-Like Exploration of Cortical Network Architectures with a Mixed-Signal VLSI System | |||||
| Daniel Brüderle, Johannes Bill, Bernhard Kaplan, Jens Kremkow, Karlheinz Meier, Eric Müller and Johannes Schemmel | |||||
| Proceedings of the 2010 IEEE International Symposium on Circuits and Systems (Copyright: IEEE) | |||||
| Fulltext PDF (662.5 kB) | |||||
| 2009 | |||||
| Establishing a Novel Modeling Tool: A Python-based Interface for a Neuromorphic Hardware System | |||||
| Daniel Brüderle, Eric Müller, Andrew Davison, Eilif Muller, Johannes Schemmel, Karlheinz Meier | |||||
| Front. Neuroinform. 3:17 (2009) | |||||
| abstract and download | |||||
| 2008 | |||||
| Operation Of An Imperfect Neuromorphic Hardware Device | |||||
| Eric Müller | |||||
| Diplomarbeit Operation Of An Imperfect Neuromorphic Hardware Device (1.7 MB) | |||||
