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Sebastian Billaudelle
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2020 – today
- 2024
- [j8]Liz Weerdmeester, Nelson Niemeyer, Paul Pfeiffer, Sebastian Billaudelle
, Johannes Schemmel, Jan-Hendrik Schleimer, Susanne Schreiber:
Qualitative switches in single-neuron spike dynamics on neuromorphic hardware: implementation, impact on network synchronization and relevance for plasticity. Neuromorph. Comput. Eng. 4(1): 14009 (2024) - [i20]Korbinian Schreiber, Timo Wunderlich, Philipp Spilger, Sebastian Billaudelle, Benjamin Cramer, Yannik Stradmann
, Christian Pehle, Eric Müller, Mihai A. Petrovici
, Johannes Schemmel, Karlheinz Meier:
Emulating insect brains for neuromorphic navigation. CoRR abs/2401.00473 (2024) - [i19]Yannik Stradmann, Julian Göltz, Mihai A. Petrovici, Johannes Schemmel, Sebastian Billaudelle:
Lu.i - A low-cost electronic neuron for education and outreach. CoRR abs/2404.16664 (2024) - 2023
- [c7]Philipp Dauer, Milena Czierlinski, Sebastian Billaudelle, Andreas Grübl, Johannes Schemmel:
A flexible column parallel successive-approximation ADC for hybrid neuromorphic computing. PRIME 2023: 157-160 - [i18]Julian Göltz, Sebastian Billaudelle, Laura Kriener, Luca Blessing, Christian Pehle, Eric Müller, Johannes Schemmel, Mihai A. Petrovici
:
Gradient-based methods for spiking physical systems. CoRR abs/2309.10823 (2023) - 2022
- [b1]Sebastian Billaudelle:
From transistors to learning systems: circuits and algorithms for brain-inspired computing / put forward by Sebastian Billaudelle ; referees: Dr. habil. Johannes Schemmel, Prof. Dr. Wolfram Pernice. University of Heidelberg, Germany, 2022, pp. 1-227 - [j7]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:
The operating system of the neuromorphic BrainScaleS-1 system. Neurocomputing 501: 790-810 (2022) - [j6]Yannik Stradmann
, Sebastian Billaudelle
, Oliver Breitwieser
, Falk Leonard Ebert, Arne Emmel
, Dan Husmann
, Joscha Ilmberger
, Eric Müller
, Philipp Spilger
, Johannes Weis
, Johannes Schemmel
:
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System. IEEE Open J. Circuits Syst. 3: 252-262 (2022) - [j5]Benjamin Cramer
, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl
, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann
, Johannes Weis
, Johannes Schemmel, Friedemann Zenke
:
Surrogate gradients for analog neuromorphic computing. Proc. Natl. Acad. Sci. USA 119(4): e2109194119 (2022) - [c6]Sebastian Billaudelle, Johannes Weis, Philipp Dauer, Johannes Schemmel:
An accurate and flexible analog emulation of AdEx neuron dynamics in silicon. ICECS 2022 2022: 1-4 - [i17]Christian Pehle, Sebastian Billaudelle, Benjamin Cramer, Jakob Kaiser, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Aron Leibfried, Eric Müller, Johannes Schemmel:
The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity. CoRR abs/2201.11063 (2022) - [i16]Eric Müller, Elias Arnold, Oliver Breitwieser, Milena Czierlinski, Arne Emmel, Jakob Kaiser, Christian Mauch, Sebastian Schmitt, Philipp Spilger, Raphael Stock, Yannik Stradmann, Johannes Weis, Andreas Baumbach, Sebastian Billaudelle, Benjamin Cramer, Falk Leonard Ebert, Julian Göltz, Joscha Ilmberger, Vitali Karasenko, Mitja Kleider, Aron Leibfried, Christian Pehle, Johannes Schemmel:
A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware. CoRR abs/2203.11102 (2022) - [i15]Sebastian Billaudelle, Johannes Weis, Philipp Dauer, Johannes Schemmel:
An accurate and flexible analog emulation of AdEx neuron dynamics in silicon. CoRR abs/2209.09280 (2022) - 2021
- [j4]Julian Göltz
, Laura Kriener
, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Benjamin Cramer
, Dominik Dold
, Ákos F. Kungl, Walter Senn
, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
:
Fast and energy-efficient neuromorphic deep learning with first-spike times. Nat. Mach. Intell. 3(9): 823-835 (2021) - [j3]Sebastian Billaudelle, Benjamin Cramer, Mihai A. Petrovici
, Korbinian Schreiber, David Kappel
, Johannes Schemmel, Karlheinz Meier:
Structural plasticity on an accelerated analog neuromorphic hardware system. Neural Networks 133: 11-20 (2021) - [i14]Yannik Stradmann, Sebastian Billaudelle, Oliver Breitwieser, Falk Leonard Ebert, Arne Emmel
, Dan Husmann de Oliveira, Joscha Ilmberger, Eric Müller, Philipp Spilger, Johannes Weis
, Johannes Schemmel:
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System. CoRR abs/2103.15960 (2021) - [i13]Andreas Baumbach, Sebastian Billaudelle, Virginie Sabado, Mihai A. Petrovici:
BrainScaleS: Greater Versatility for Neuromorphic Emulation. ERCIM News 2021(125) (2021) - 2020
- [j2]Andreas Grübl
, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel:
Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. J. Signal Process. Syst. 92(11): 1277-1292 (2020) - [j1]Andreas Grübl
, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel:
Correction to: Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. J. Signal Process. Syst. 92(11): 1345 (2020) - [c5]Sebastian Billaudelle, Yannik Stradmann
, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold
, Julian Göltz, Ákos Ferenc 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:
Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. ISCAS 2020: 1-5 - [c4]Sebastian Billaudelle, Yannik Stradmann, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Ákos Ferenc 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:
Live Demonstration: Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. ISCAS 2020: 1 - [c3]Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Ákos F. Kungl, Oliver Breitwieser, Karlheinz Meier, Johannes Schemmel, Laura Kriener, Mihai A. Petrovici
:
Fast and deep neuromorphic learning with first-spike coding. NICE 2020: 14:1-14:3 - [c2]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:
hxtorch: PyTorch for BrainScaleS-2 - Perceptrons on Analog Neuromorphic Hardware. IoT Streams/ITEM@PKDD/ECML 2020: 189-200 - [c1]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:
Inference with Artificial Neural Networks on Analog Neuromorphic Hardware. IoT Streams/ITEM@PKDD/ECML 2020: 201-212 - [i12]Andreas Grübl, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel:
Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. CoRR abs/2003.11455 (2020) - [i11]Johannes Schemmel, Sebastian Billaudelle, Philipp Dauer, Johannes Weis
:
Accelerated Analog Neuromorphic Computing. CoRR abs/2003.11996 (2020) - [i10]Eric Müller, Sebastian Schmitt, Christian Mauch
, Sebastian Billaudelle, Andreas Grübl, Maurice Güttler, Dan Husmann de Oliveira, 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:
The Operating System of the Neuromorphic BrainScaleS-1 System. CoRR abs/2003.13749 (2020) - [i9]Benjamin Cramer, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann
, Johannes Weis
, Johannes Schemmel, Friedemann Zenke:
Training spiking multi-layer networks with surrogate gradients on an analog neuromorphic substrate. CoRR abs/2006.07239 (2020) - [i8]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:
hxtorch: PyTorch for BrainScaleS-2 - Perceptrons on Analog Neuromorphic Hardware. CoRR abs/2006.13138 (2020) - [i7]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:
Inference with Artificial Neural Networks on Analog Neuromorphic Hardware. CoRR abs/2006.13177 (2020) - [i6]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:
Spiking neuromorphic chip learns entangled quantum states. CoRR abs/2008.01039 (2020)
2010 – 2019
- 2019
- [i5]Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Dominik Dold, Laura Kriener, Ákos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
:
Fast and deep neuromorphic learning with time-to-first-spike coding. CoRR abs/1912.11443 (2019) - [i4]Sebastian Billaudelle, Benjamin Cramer, Mihai A. Petrovici
, Korbinian Schreiber, David Kappel, Johannes Schemmel, Karlheinz Meier:
Structural plasticity on an accelerated analog neuromorphic hardware system. CoRR abs/1912.12047 (2019) - [i3]Sebastian Billaudelle, Yannik Stradmann
, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Ákos 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:
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate. CoRR abs/1912.12980 (2019) - 2018
- [i2]Timo Wunderlich, Ákos 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:
Demonstrating Advantages of Neuromorphic Computation: A Pilot Study. CoRR abs/1811.03618 (2018) - 2015
- [i1]Sebastian Billaudelle, Subutai Ahmad:
Porting HTM Models to the Heidelberg Neuromorphic Computing Platform. CoRR abs/1505.02142 (2015)
Coauthor Index
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