| 2024 | |||||
| jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware | |||||
| Eric Müller and Moritz Althaus and Elias Arnold and Philipp Spilger and Christian Pehle and Johannes Schemmel | |||||
| 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) | |||||
| 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) | |||||
| 2022 | |||||
| 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 | |||||
| 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) | |||||
| 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 | |||||
| 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 | |||||
| Code Generation in Computational Neuroscience: A Review of Tools and Techniques | |||||
| Inga Blundell and Romain Brette and Thomas A. Cleland and Thomas G. Close and Daniel Coca and Andrew P. Davison and Sandra Diaz-Pier and Carlos Fernandez Musoles and Padraig Gleeson and Dan F. M. Goodman and Michael Hines and Michael W. Hopkins and Pramod Kumbhar and David R. Lester and Bóris Marin and Abigail Morrison and Eric Müller and Thomas Nowotny and Alexander Peyser and Dimitri Plotnikov and Paul Richmond and Andrew Rowley and Bernhard Rumpe and Marcel Stimberg and Alan B. Stokes and Adam Tomkins and Guido Trensch and Marmaduke Woodman and Jochen Martin Eppler | |||||
| 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 | |||||
| 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 | |||||
| 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 | |||||
| 2012 | |||||
| Configuration management from the perspective of integrated circuit design | |||||
| Radoslav Prahov and Achim Graupner and Eric Müller | |||||
| 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 | |||||
