An Accelerated LIF Neuronal Network Array for a Large-Scale Mixed-Signal Neuromorphic Architecture
Aamir, Syed Ahmed, Stradmann, Yannik, Muller, Paul, Pehle, Christian, Hartel, Andreas, Grubl, Andreas, Schemmel, Johannes, Meier, Karlheinz
Published in IEEE transactions on circuits and systems. I, Regular papers (01.12.2018)
Published in IEEE transactions on circuits and systems. I, Regular papers (01.12.2018)
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Journal Article
Neuromorphic Hardware Learns to Learn
Bohnstingl, Thomas, Scherr, Franz, Pehle, Christian, Meier, Karlheinz, Maass, Wolfgang
Published in Frontiers in neuroscience (21.05.2019)
Published in Frontiers in neuroscience (21.05.2019)
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Journal Article
The BrainScaleS-2 Accelerated Neuromorphic System With Hybrid Plasticity
Pehle, Christian, Billaudelle, Sebastian, Cramer, Benjamin, Kaiser, Jakob, Schreiber, Korbinian, Stradmann, Yannik, Weis, Johannes, Leibfried, Aron, Müller, Eric, Schemmel, Johannes
Published in Frontiers in neuroscience (24.02.2022)
Published in Frontiers in neuroscience (24.02.2022)
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Journal Article
Demonstrating Advantages of Neuromorphic Computation: A Pilot Study
Wunderlich, Timo, Kungl, Akos F, Müller, Eric, Hartel, Andreas, Stradmann, Yannik, Aamir, Syed Ahmed, Grübl, Andreas, Heimbrecht, Arthur, Schreiber, Korbinian, Stöckel, David, Pehle, Christian, Billaudelle, Sebastian, Kiene, Gerd, Mauch, Christian, Schemmel, Johannes, Meier, Karlheinz, Petrovici, Mihai A
Published in Frontiers in neuroscience (26.03.2019)
Published in Frontiers in neuroscience (26.03.2019)
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Journal Article
A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware
Müller, Eric, Arnold, Elias, Breitwieser, Oliver, Czierlinski, Milena, Emmel, Arne, Kaiser, Jakob, Mauch, Christian, Schmitt, Sebastian, Spilger, Philipp, Stock, Raphael, Stradmann, Yannik, Weis, Johannes, Baumbach, Andreas, Billaudelle, Sebastian, Cramer, Benjamin, Ebert, Falk, Göltz, Julian, Ilmberger, Joscha, Karasenko, Vitali, Kleider, Mitja, Leibfried, Aron, Pehle, Christian, Schemmel, Johannes
Published in Frontiers in neuroscience (18.05.2022)
Published in Frontiers in neuroscience (18.05.2022)
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Journal Article
Surrogate gradients for analog neuromorphic computing
Cramer, Benjamin, Billaudelle, Sebastian, Kanya, Simeon, Leibfried, Aron, Grübl, Andreas, Karasenko, Vitali, Pehle, Christian, Schreiber, Korbinian, Stradmann, Yannik, Weis, Johannes, Schemmel, Johannes, Zenke, Friedemann
Published in Proceedings of the National Academy of Sciences - PNAS (25.01.2022)
Published in Proceedings of the National Academy of Sciences - PNAS (25.01.2022)
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Journal Article
Event-based Backpropagation for Analog Neuromorphic Hardware
Pehle, Christian, Blessing, Luca, Arnold, Elias, Müller, Eric, Schemmel, Johannes
Year of Publication 13.02.2023
Year of Publication 13.02.2023
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Journal Article
jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware
Muller, Eric, Althaus, Moritz, Arnold, Elias, Spilger, Philipp, Pehle, Christian, Schemmel, Johannes
Published in 2024 Neuro Inspired Computational Elements Conference (NICE) (23.04.2024)
Published in 2024 Neuro Inspired Computational Elements Conference (NICE) (23.04.2024)
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Conference Proceeding
jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware
Müller, Eric, Althaus, Moritz, Arnold, Elias, Spilger, Philipp, Pehle, Christian, Schemmel, Johannes
Year of Publication 30.01.2024
Year of Publication 30.01.2024
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Journal Article
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2
Spilger, Philipp, Arnold, Elias, Blessing, Luca, Mauch, Christian, Pehle, Christian, Müller, Eric, Schemmel, Johannes
Year of Publication 23.12.2022
Year of Publication 23.12.2022
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Journal Article
Gradient-based methods for spiking physical systems
Göltz, Julian, Billaudelle, Sebastian, Kriener, Laura, Blessing, Luca, Pehle, Christian, Müller, Eric, Schemmel, Johannes, Petrovici, Mihai A
Year of Publication 29.08.2023
Year of Publication 29.08.2023
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Journal Article
Using Forwards-Backwards Models to Approximate MDP Homomorphisms
Mavor-Parker, Augustine N, Sargent, Matthew J, Pehle, Christian, Banino, Andrea, Griffin, Lewis D, Barry, Caswell
Year of Publication 13.09.2022
Year of Publication 13.09.2022
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Journal Article
Emulating insect brains for neuromorphic navigation
Schreiber, Korbinian, Wunderlich, Timo, Spilger, Philipp, Billaudelle, Sebastian, Cramer, Benjamin, Stradmann, Yannik, Pehle, Christian, Müller, Eric, Petrovici, Mihai A, Schemmel, Johannes, Meier, Karlheinz
Year of Publication 31.12.2023
Year of Publication 31.12.2023
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Journal Article
The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity
Pehle, Christian, Billaudelle, Sebastian, Cramer, Benjamin, Kaiser, Jakob, Schreiber, Korbinian, Stradmann, Yannik, Weis, Johannes, Leibfried, Aron, Müller, Eric, Schemmel, Johannes
Year of Publication 26.01.2022
Year of Publication 26.01.2022
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Journal Article