Johannes Schemmel

147 papers A 1B 15C 9Misc 2Journal 80Unranked 38

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Amortized Inference of Neuron Parameters on Analog Neuromorphic Hardware. CoRR Jakob Kaiser, Eric Müller, Johannes Schemmel
2026	J	`jnl`	Real-time processing of analog signals on accelerated neuromorphic hardware. CoRR Yannik Stradmann, Johannes Schemmel, Mihai A. Petrovici, Laura Kriener
2025	J	`jnl`	Constructive community race: full-density spiking neural network model drives neuromorphic computing. CoRR Johanna Senk, Anno Christopher Kurth, Steve B. Furber, Tobias Gemmeke, Bruno Golosio, Arne Heittmann, James C. Knight, Eric Müller, Tobias Noll, Thomas Nowotny, Gorka Peraza Coppola, Luca Peres, Oliver Rhodes, Andrew Rowley, Johannes Schemmel, Tim Stadtmann, Tom Tetzlaff, Gianmarco Tiddia, Sacha J. van Albada, Jose Villamar, Markus Diesmann
2025	—	`conf`	Demonstrating the Advantages of Analog Wafer-Scale Neuromorphic Hardware. NICE Hartmut Schmidt, Andreas Grübl, José Montes, Eric Müller, Sebastian Schmitt, Johannes Schemmel
2025	J	`jnl`	Higher-Order Neuromorphic Ising Machines - Autoencoders and Fowler-Nordheim Annealers are all you need for Scalability. CoRR Faiek Ahsan, Saptarshi Maiti, Zihao Chen, Jakob Kaiser, Ankita Nandi, Madhuvanthi Srivatsav R, Johannes Schemmel, Andreas G. Andreou, Jason Eshraghian, Chetan Singh Thakur, Shantanu Chakrabartty
2025	—	`conf`	Integrating programmable plasticity in experiment descriptions for analog neuromorphic hardware. NICE Philipp Spilger, Eric Müller, Johannes Schemmel
2025	C	`conf`	Live Demonstration: Event-based Learning in Spiking Networks on Analog Hardware using JAX. ISCAS Elias Arnold, Eric Müller, Johannes Schemmel
2025	—	`conf`	Multi-timescale synaptic plasticity on analog neuromorphic hardware. NICE Amani Atoui, Jakob Kaiser, Sebastian Billaudelle, Philipp Spilger, Eric Müller, Jannik Luboeinski, Christian Tetzlaff, Johannes Schemmel
2025	—	`conf`	Short-reach Optical Communications: A Real-world Task for Neuromorphic Hardware. NICE Elias Arnold, Eike-Manuel Edelmann, Alexander von Bank, Eric Müller, Laurent Schmalen, Johannes Schemmel
2025	J	`jnl`	Sustainable operation of research infrastructure for novel computing. CoRR Yannik Stradmann, Joscha Ilmberger, Eric Müller, Johannes Schemmel
2025	J	`jnl`	The BrainScaleS-2 multi-chip system: Interconnecting continuous-time neuromorphic compute substrates. CoRR Joscha Ilmberger, Johannes Schemmel
2024	—	`conf`	A flexible multi-standard I/O interface for chip-to-chip links in 65 nm CMOS. APCCAS Joscha Ilmberger, Niels Fiedler, Andreas Grübl, Johannes Schemmel
2024	J	`jnl`	Demonstrating the Advantages of Analog Wafer-Scale Neuromorphic Hardware. CoRR Hartmut Schmidt, Andreas Grübl, José Montes, Eric Müller, Sebastian Schmitt, Johannes Schemmel
2024	J	`jnl`	Emulating insect brains for neuromorphic navigation. CoRR Korbinian Schreiber, Timo Wunderlich, Philipp Spilger, Sebastian Billaudelle, Benjamin Cramer, Yannik Stradmann, Christian Pehle, Eric Müller, Mihai A. Petrovici, Johannes Schemmel, Karlheinz Meier
2024	J	`jnl`	Integrating programmable plasticity in experiment descriptions for analog neuromorphic hardware. CoRR Philipp Spilger, Eric Müller, Johannes Schemmel
2024	J	`jnl`	Lu.i - A low-cost electronic neuron for education and outreach. CoRR Yannik Stradmann, Julian Göltz, Mihai A. Petrovici, Johannes Schemmel, Sebastian Billaudelle
2024	J	`jnl`	Qualitative switches in single-neuron spike dynamics on neuromorphic hardware: implementation, impact on network synchronization and relevance for plasticity. Neuromorph. Comput. Eng. Liz Weerdmeester, Nelson Niemeyer, Paul Pfeiffer, Sebastian Billaudelle, Johannes Schemmel, Jan-Hendrik Schleimer, Susanne Schreiber
2024	J	`jnl`	Reproduction of AdEx dynamics on neuromorphic hardware through data embedding and simulation-based inference. CoRR Jakob Huhle, Jakob Kaiser, Eric Müller, Johannes Schemmel
2024	—	`conf`	Sequence Learning with Analog Neuromorphic Multi-Compartment Neurons and On-Chip Structural STDP. LOD (3) Robin Dietrich, Philipp Spilger, Eric Müller, Johannes Schemmel, Alois C. Knoll
2024	J	`jnl`	Short-reach Optical Communications: A Real-world Task for Neuromorphic Hardware. CoRR Elias Arnold, Eike-Manuel Edelmann, Alexander von Bank, Eric Müller, Laurent Schmalen, Johannes Schemmel
2024	J	`jnl`	Towards Large-scale Network Emulation on Analog Neuromorphic Hardware. CoRR Elias Arnold, Philipp Spilger, Jan V. Straub, Eric Müller, Dominik Dold, Gabriele Meoni, Johannes Schemmel
2024	—	`conf`	jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware. NICE Eric Müller, Moritz Althaus, Elias Arnold, Philipp Spilger, Christian Pehle, Johannes Schemmel
2024	J	`jnl`	jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware. CoRR Eric Müller, Moritz Althaus, Elias Arnold, Philipp Spilger, Christian Pehle, Johannes Schemmel
2023	—	`conf`	A flexible column parallel successive-approximation ADC for hybrid neuromorphic computing. PRIME Philipp Dauer, Milena Czierlinski, Sebastian Billaudelle, Andreas Grübl, Johannes Schemmel
2023	J	`jnl`	Event-based Backpropagation for Analog Neuromorphic Hardware. CoRR Christian Pehle, Luca Blessing, Elias Arnold, Eric Müller, Johannes Schemmel
2023	J	`jnl`	From Clean Room to Machine Room: Commissioning of the First-Generation BrainScaleS Wafer-Scale Neuromorphic System. CoRR Hartmut Schmidt, José Montes, Andreas Grübl, Maurice Güttler, Dan Husmann, Joscha Ilmberger, Jakob Kaiser, Christian Mauch, Eric Müller, Lars Sterzenbach, Johannes Schemmel, Sebastian Schmitt
2023	J	`jnl`	From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system. Neuromorph. Comput. Eng. Hartmut Schmidt, José Montes, Andreas Grübl, Maurice Güttler, Dan Husmann, Joscha Ilmberger, Jakob Kaiser, Christian Mauch, Eric Müller, Lars Sterzenbach, Johannes Schemmel, Sebastian Schmitt
2023	J	`jnl`	Gradient-based methods for spiking physical systems. CoRR Julian Göltz, Sebastian Billaudelle, Laura Kriener, Luca Blessing, Christian Pehle, Eric Müller, Johannes Schemmel, Mihai A. Petrovici
2023	J	`jnl`	NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking. CoRR Jason Yik, Soikat Hasan Ahmed, Zergham Ahmed, Brian Anderson, Andreas G. Andreou, Chiara Bartolozzi, Arindam Basu, Douwe den Blanken, Petrut Bogdan, Sander M. Bohté, Younes Bouhadjar, Sonia M. Buckley, Gert Cauwenberghs, Federico Corradi, Guido de Croon, Andreea Danielescu, Anurag Reddy Daram, Mike Davies, Yigit Demirag, Jason Eshraghian, Jeremy Forest, Steve B. Furber, P. Michael Furlong, Aditya Gilra, Giacomo Indiveri, Siddharth Joshi, Vedant Karia, Lyes Khacef, James C. Knight, Laura Kriener, Rajkumar Kubendran, Dhireesha Kudithipudi, Gregor Lenz, Rajit Manohar, Christian Mayr, Konstantinos P. Michmizos, Dylan R. Muir, Emre Neftci, Thomas Nowotny, Fabrizio Ottati, Ayça Özcelikkale, Noah Pacik-Nelson, Priyadarshini Panda, Pao-Sheng Sun, Melika Payvand, Christian Pehle, Mihai A. Petrovici, Christoph Posch, Alpha Renner, Yulia Sandamirskaya, Clemens JS Schaefer, André van Schaik, Johannes Schemmel, Catherine D. Schuman, Jae-sun Seo, Sumit Bam Shrestha, Manolis Sifalakis, Amos Sironi, Kenneth Michael Stewart, Terrence C. Stewart, Philipp Stratmann, Guangzhi Tang, Jonathan Timcheck, Marian Verhelst, Craig M. Vineyard, Bernhard Vogginger, Amirreza Yousefzadeh, Biyan Zhou, Fatima Tuz Zohora, Charlotte Frenkel, Vijay Janapa Reddi
2023	J	`jnl`	Simulation-based Inference for Model Parameterization on Analog Neuromorphic Hardware. CoRR Jakob Kaiser, Raphael Stock, Eric Müller, Johannes Schemmel, Sebastian Schmitt
2023	J	`jnl`	Simulation-based inference for model parameterization on analog neuromorphic hardware. Neuromorph. Comput. Eng. Jakob Kaiser, Raphael Stock, Eric Müller, Johannes Schemmel, Sebastian Schmitt
2023	—	`conf`	Spiking Neural Network Linear Equalization: Experimental Demonstration of 2km 100Gb/s IM/DD PAM4 Optical Transmission. OFC Georg Böcherer, Florian Strasser, Elias Arnold, Youxi Lin, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov
2023	—	`conf`	hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2. NICE Philipp Spilger, Elias Arnold, Luca Blessing, Christian Mauch, Christian Pehle, Eric Müller, Johannes Schemmel
2022	J	`jnl`	A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware. CoRR 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
2022	—	`conf`	An accurate and flexible analog emulation of AdEx neuron dynamics in silicon. ICECS 2022 Sebastian Billaudelle, Johannes Weis, Philipp Dauer, Johannes Schemmel
2022	J	`jnl`	An accurate and flexible analog emulation of AdEx neuron dynamics in silicon. CoRR Sebastian Billaudelle, Johannes Weis, Philipp Dauer, Johannes Schemmel
2022	J	`jnl`	Demonstrating Analog Inference on the BrainScaleS-2 Mobile System. IEEE Open J. Circuits Syst. Yannik Stradmann, Sebastian Billaudelle, Oliver Breitwieser, Falk Leonard Ebert, Arne Emmel, Dan Husmann, Joscha Ilmberger, Eric Müller, Philipp Spilger, Johannes Weis, Johannes Schemmel
2022	J	`jnl`	Demonstrating BrainScaleS 2 Inter-Chip Pulse Communication using Extoll. CoRR Tobias Thommes, Sven Bordukat, Andreas Grübl, Vitali Karasenko, Eric Müller, Johannes Schemmel
2022	—	`conf`	Demonstrating BrainScaleS-2 Inter-Chip Pulse-Communication using EXTOLL. NICE Tobias Thommes, Sven Bordukat, Andreas Grübl, Vitali Karasenko, Eric Müller, Johannes Schemmel
2022	J	`jnl`	Spiking Neural Network Equalization for IM/DD Optical Communication. CoRR Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov
2022	J	`jnl`	Surrogate gradients for analog neuromorphic computing. Proc. Natl. Acad. Sci. USA Benjamin Cramer, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Johannes Schemmel, Friedemann Zenke
2022	J	`jnl`	The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity. CoRR Christian Pehle, Sebastian Billaudelle, Benjamin Cramer, Jakob Kaiser, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Aron Leibfried, Eric Müller, Johannes Schemmel
2022	J	`jnl`	The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks. IEEE Trans. Neural Networks Learn. Syst. Benjamin Cramer, Yannik Stradmann, Johannes Schemmel, Friedemann Zenke
2022	J	`jnl`	The operating system of the neuromorphic BrainScaleS-1 system. Neurocomputing 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
2022	J	`jnl`	hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2. CoRR Philipp Spilger, Elias Arnold, Luca Blessing, Christian Mauch, Christian Pehle, Eric Müller, Johannes Schemmel
2021	J	`jnl`	BrainScaleS Large Scale Spike Communication using Extoll. CoRR Tobias Thommes, Niels Buwen, Andreas Grübl, Eric Müller, Ulrich Brüning, Johannes Schemmel
2021	J	`jnl`	Demonstrating Analog Inference on the BrainScaleS-2 Mobile System. CoRR 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
2021	J	`jnl`	Fast and energy-efficient neuromorphic deep learning with first-spike times. Nat. Mach. Intell. 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
2021	J	`jnl`	Structural plasticity on an accelerated analog neuromorphic hardware system. Neural Networks Sebastian Billaudelle, Benjamin Cramer, Mihai A. Petrovici, Korbinian Schreiber, David Kappel, Johannes Schemmel, Karlheinz Meier
2021	J	`jnl`	The BrainScaleS Accelerated Analogue Neuromorphic Architecture. ERCIM News Johannes Schemmel
2021	—	`conf`	Towards Addressing Noise and Static Variations of Analog Computations Using Efficient Retraining. PKDD/ECML Workshops (1) Bernhard Klein, Lisa Kuhn, Johannes Weis, Arne Emmel, Yannik Stradmann, Johannes Schemmel, Holger Fröning
2020	J	`jnl`	Accelerated Analog Neuromorphic Computing. CoRR Johannes Schemmel, Sebastian Billaudelle, Philipp Dauer, Johannes Weis
2020	—	`conf`	Closed-loop experiments on the BrainScaleS-2 architecture. NICE Korbinian Schreiber, Timo C. Wunderlich, Christian Pehle, Mihai A. Petrovici, Johannes Schemmel, Karlheinz Meier
2020	J	`jnl`	Correction to: Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. J. Signal Process. Syst. Andreas Grübl, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel
2020	J	`jnl`	Extending BrainScaleS OS for BrainScaleS-2. CoRR Eric Müller, Christian Mauch, Philipp Spilger, Oliver Julien Breitwieser, Johann Klähn, David Stöckel, Timo Wunderlich, Johannes Schemmel
2020	—	`conf`	Fast and deep neuromorphic learning with first-spike coding. NICE Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Ákos F. Kungl, Oliver Breitwieser, Karlheinz Meier, Johannes Schemmel, Laura Kriener, Mihai A. Petrovici
2020	—	`conf`	Inference with Artificial Neural Networks on Analog Neuromorphic Hardware. IoT Streams/ITEM@PKDD/ECML 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
2020	J	`jnl`	Inference with Artificial Neural Networks on Analog Neuromorphic Hardware. CoRR 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
2020	C	`conf`	Live Demonstration: Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. ISCAS 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
2020	J	`jnl`	Spiking neuromorphic chip learns entangled quantum states. CoRR 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
2020	J	`jnl`	The Operating System of the Neuromorphic BrainScaleS-1 System. CoRR 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
2020	J	`jnl`	Training spiking multi-layer networks with surrogate gradients on an analog neuromorphic substrate. CoRR Benjamin Cramer, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Johannes Schemmel, Friedemann Zenke
2020	J	`jnl`	Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. CoRR Andreas Grübl, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel
2020	J	`jnl`	Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System. J. Signal Process. Syst. Andreas Grübl, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel
2020	C	`conf`	Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. ISCAS 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
2020	—	`conf`	hxtorch: PyTorch for BrainScaleS-2 - Perceptrons on Analog Neuromorphic Hardware. IoT Streams/ITEM@PKDD/ECML 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
2020	J	`jnl`	hxtorch: PyTorch for BrainScaleS-2 - Perceptrons on Analog Neuromorphic Hardware. CoRR 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
2019	—	`conf`	Brain-Inspired Hardware for Artificial Intelligence: Accelerated Learning in a Physical-Model Spiking Neural Network. ICANN (1) Timo Wunderlich, Ákos F. Kungl, Eric Müller, Johannes Schemmel, Mihai A. Petrovici
2019	J	`jnl`	Brain-Inspired Hardware for Artificial Intelligence: Accelerated Learning in a Physical-Model Spiking Neural Network. CoRR Timo C. Wunderlich, Ákos F. Kungl, Eric Müller, Johannes Schemmel, Mihai A. Petrovici
2019	J	`jnl`	Control of criticality and computation in spiking neuromorphic networks with plasticity. CoRR Benjamin Cramer, David Stöckel, Markus Kreft, Johannes Schemmel, Karlheinz Meier, Viola Priesemann
2019	J	`jnl`	Fast and deep neuromorphic learning with time-to-first-spike coding. CoRR Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Dominik Dold, Laura Kriener, Ákos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2019	J	`jnl`	Stochasticity from function - Why the Bayesian brain may need no noise. Neural Networks Dominik Dold, Ilja Bytschok, Ákos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2019	J	`jnl`	Structural plasticity on an accelerated analog neuromorphic hardware system. CoRR Sebastian Billaudelle, Benjamin Cramer, Mihai A. Petrovici, Korbinian Schreiber, David Kappel, Johannes Schemmel, Karlheinz Meier
2019	J	`jnl`	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks. CoRR Benjamin Cramer, Yannik Stradmann, Johannes Schemmel, Friedemann Zenke
2019	J	`jnl`	Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate. CoRR 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
2018	J	`jnl`	A Mixed-Signal Structured AdEx Neuron for Accelerated Neuromorphic Cores. CoRR Syed Ahmed Aamir, Paul Müller, Gerd Kiene, Laura Kriener, Yannik Stradmann, Johannes Schemmel, Karlheinz Meier
2018	J	`jnl`	A Mixed-Signal Structured AdEx Neuron for Accelerated Neuromorphic Cores. IEEE Trans. Biomed. Circuits Syst. Syed Ahmed Aamir, Paul Müller, Gerd Kiene, Laura Kriener, Yannik Stradmann, Andreas Grübl, Johannes Schemmel, Karlheinz Meier
2018	J	`jnl`	An Accelerated LIF Neuronal Network Array for a Large Scale Mixed-Signal Neuromorphic Architecture. CoRR Syed Ahmed Aamir, Yannik Stradmann, Paul Müller, Christian Pehle, Andreas Hartel, Andreas Grübl, Johannes Schemmel, Karlheinz Meier
2018	J	`jnl`	An Accelerated LIF Neuronal Network Array for a Large-Scale Mixed-Signal Neuromorphic Architecture. IEEE Trans. Circuits Syst. I Regul. Pap. Syed Ahmed Aamir, Yannik Stradmann, Paul Müller, Christian Pehle, Andreas Hartel, Andreas Grübl, Johannes Schemmel, Karlheinz Meier
2018	J	`jnl`	Demonstrating Advantages of Neuromorphic Computation: A Pilot Study. CoRR 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
2018	J	`jnl`	Full Wafer Redistribution and Wafer Embedding as Key Technologies for a Multi-Scale Neuromorphic Hardware Cluster. CoRR Kai Zoschke, Maurice Güttler, Lars Böttcher, Andreas Grübl, Dan Husmann de Oliveira, Johannes Schemmel, Karlheinz Meier, Oswin Ehrmann
2018	J	`jnl`	Generative models on accelerated neuromorphic hardware. CoRR Ákos 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 de Oliveira, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2018	J	`jnl`	Large-Scale Neuromorphic Spiking Array Processors: A quest to mimic the brain. CoRR Chetan Singh Thakur, Jamal Molin, Gert Cauwenberghs, Giacomo Indiveri, Kundan Kumar, Ning Qiao, Johannes Schemmel, Runchun Wang, Elisabetta Chicca, Jennifer Olson Hasler, Jae-sun Seo, Shimeng Yu, Yu Cao, André van Schaik, Ralph Etienne-Cummings
2018	J	`jnl`	Stochasticity from function - why the Bayesian brain may need no noise. CoRR Dominik Dold, Ilja Bytschok, Ákos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2017	J	`jnl`	An Accelerated Analog Neuromorphic Hardware System Emulating NMDA- and Calcium-Based Non-Linear Dendrites. CoRR Johannes Schemmel, Laura Kriener, Paul Müller, Karlheinz Meier
2017	B	`conf`	An accelerated analog neuromorphic hardware system emulating NMDA- and calcium-based non-linear dendrites. IJCNN Johannes Schemmel, Laura Kriener, Paul Müller, Karlheinz Meier
2017	J	`jnl`	Demonstrating Hybrid Learning in a Flexible Neuromorphic Hardware System. IEEE Trans. Biomed. Circuits Syst. Simon Friedmann, Johannes Schemmel, Andreas Grübl, Andreas Hartel, Matthias Hock, Karlheinz Meier
2017	—	`conf`	From LIF to AdEx neuron models: Accelerated analog 65 nm CMOS implementation. BioCAS Syed Ahmed Aamir, Paul Müller, Laura Kriener, Gerd Kiene, Johannes Schemmel, Karlheinz Meier
2017	J	`jnl`	Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System. CoRR Sebastian Schmitt, Johann Klaehn, Guillaume Bellec, Andreas Grübl, Maurice Guettler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, Kai Husmann, Vitali Karasenko, Mitja Kleider, Christoph Koke, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Johannes Schemmel, Karlheinz Meier
2017	B	`conf`	Neuromorphic hardware in the loop: Training a deep spiking network on the BrainScaleS wafer-scale system. IJCNN Sebastian Schmitt, Johann Klähn, Guillaume Bellec, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Vasilis N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, René Schüffny, Johannes Schemmel, Karlheinz Meier
2017	C	`conf`	Pattern representation and recognition with accelerated analog neuromorphic systems. ISCAS Mihai A. Petrovici, Sebastian Schmitt, Johann Klähn, Robert D. St. Louis, Anna Schroeder, Guillaume Bellec, Johannes Bill, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, 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 N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier
2017	J	`jnl`	Pattern representation and recognition with accelerated analog neuromorphic systems. CoRR 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 de Oliveira, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Paul Müller, Johannes Partzsch, Thomas Pfeil, Stefan Schiefer, Stefan Scholze, Anand Subramoney, Vasilis N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier
2017	B	`conf`	Robustness from structure: Inference with hierarchical spiking networks on analog neuromorphic hardware. IJCNN Mihai A. Petrovici, Anna Schroeder, Oliver Breitwieser, Andreas Grübl, Johannes Schemmel, Karlheinz Meier
2017	J	`jnl`	Robustness from structure: Inference with hierarchical spiking networks on analog neuromorphic hardware. CoRR Mihai A. Petrovici, Anna Schroeder, Oliver Breitwieser, Andreas Grübl, Johannes Schemmel, Karlheinz Meier
2017	J	`jnl`	Spiking neurons with short-term synaptic plasticity form superior generative networks. CoRR Luziwei Leng, Roman Martel, Oliver Breitwieser, Ilja Bytschok, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2016	—	`conf`	A highly tunable 65-nm CMOS LIF neuron for a large scale neuromorphic system. ESSCIRC Syed Ahmed Aamir, Paul Müller, Andreas Hartel, Johannes Schemmel, Karlheinz Meier
2016	J	`jnl`	Demonstrating Hybrid Learning in a Flexible Neuromorphic Hardware System. CoRR Simon Friedmann, Johannes Schemmel, Andreas Grübl, Andreas Hartel, Matthias Hock, Karlheinz Meier
2016	J	`jnl`	Stochastic inference with spiking neurons in the high-conductance state. CoRR Mihai A. Petrovici, Johannes Bill, Ilja Bytschok, Johannes Schemmel, Karlheinz Meier
2016	J	`jnl`	The high-conductance state enables neural sampling in networks of LIF neurons. CoRR Mihai A. Petrovici, Ilja Bytschok, Johannes Bill, Johannes Schemmel, Karlheinz Meier
2015	J	`jnl`	Probabilistic inference in discrete spaces can be implemented into networks of LIF neurons. Frontiers Comput. Neurosci. Dimitri Probst, Mihai A. Petrovici, Ilja Bytschok, Johannes Bill, Dejan Pecevski, Johannes Schemmel, Karlheinz Meier
2014	J	`jnl`	Bridging the gap between software simulation and emulation on neuromorphic hardware: An investigation of causes, effects and compensation of network-level anomalies in a mixed-signal waferscale neuromorphic modeling platform. CoRR Mihai A. Petrovici, Bernhard Vogginger, Paul Müller, Oliver Breitwieser, Mikael Lundqvist, Lyle Muller, Matthias Ehrlich, Alain Destexhe, Anders Lansner, René Schüffny, Johannes Schemmel, Karlheinz Meier
2014	—	`ch.`	Neuromorphic Hardware, Large Scale. Encyclopedia of Computational Neuroscience Johannes Schemmel
2013	B	`conf`	A location-independent direct link neuromorphic interface. IJCNN Alexander D. Rast, Johannes Partzsch, Christian Mayr, Johannes Schemmel, Stefan Hartmann, Luis A. Plana, Steve Temple, David R. Lester, René Schüffny, Steve B. Furber
2013	—	`conf`	An analog dynamic memory array for neuromorphic hardware. ECCTD Matthias Hock, Andreas Hartel, Johannes Schemmel, Karlheinz Meier
2013	B	`conf`	Neuromorphic learning towards nano second precision. IJCNN Thomas Pfeil, Anne-Christine Scherzer, Johannes Schemmel, Karlheinz Meier
2013	J	`jnl`	Stochastic inference with deterministic spiking neurons. CoRR Mihai A. Petrovici, Johannes Bill, Ilja Bytschok, Johannes Schemmel, Karlheinz Meier
2012	C	`conf`	Live demonstration: A scaled-down version of the BrainScaleS wafer-scale neuromorphic system. ISCAS Johannes Schemmel, Andreas Grübl, Stephan Hartmann, Alexander Kononov, Christian Mayr, Karlheinz Meier, Sebastian Millner, Johannes Partzsch, Stefan Schiefer, Stefan Scholze, René Schüffny, Marc-Olivier Schwartz
2012	B	`conf`	Towards biologically realistic multi-compartment neuron model emulation in analog VLSI. ESANN Sebastian Millner, Andreas Hartel, Johannes Schemmel, Karlheinz Meier
2011	J	`jnl`	A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems. Biol. Cybern. Daniel Brüderle, Mihai A. Petrovici, Bernhard Vogginger, Matthias Ehrlich, Thomas Pfeil, Sebastian Millner, Andreas Grübl, Karsten Wendt, Eric Müller, Marc-Olivier Schwartz, Dan Husmann de Oliveira, Sebastian Jeltsch, Johannes Fieres, Moritz Schilling, Paul Müller, Oliver Breitwieser, Venelin Petkov, Lyle Muller, Andrew P. Davison, Pradeep Krishnamurthy, Jens Kremkow, Mikael Lundqvist, Eilif B. Muller, Johannes Partzsch, Stefan Scholze, Lukas Zühl, Christian Mayr, Alain Destexhe, Markus Diesmann, Tobias C. Potjans, Anders Lansner, René Schüffny, Johannes Schemmel, Karlheinz Meier
2010	—	`conf`	A VLSI Implementation of the Adaptive Exponential Integrate-and-Fire Neuron Model. NIPS Sebastian Millner, Andreas Grübl, Karlheinz Meier, Johannes Schemmel, Marc-Olivier Schwartz
2010	C	`conf`	A wafer-scale neuromorphic hardware system for large-scale neural modeling. ISCAS Johannes Schemmel, Daniel Brüderle, Andreas Grübl, Matthias Hock, Karlheinz Meier, Sebastian Millner
2010	J	`jnl`	Compensating Inhomogeneities of Neuromorphic VLSI Devices Via Short-Term Synaptic Plasticity. Frontiers Comput. Neurosci. Johannes Bill, Klaus Schuch, Daniel Brüderle, Johannes Schemmel, Wolfgang Maass, Karlheinz Meier
2010	C	`conf`	Live demonstration: Simulator-like exploration of cortical network architectures with a mixed-signal VLSI system. ISCAS Daniel Brüderle, Johannes Bill, Bernhard Kaplan, Jens Kremkow, Karlheinz Meier, Eric Müller, Johannes Schemmel
2010	C	`conf`	Simulator-like exploration of cortical network architectures with a mixed-signal VLSI system. ISCAS Daniel Brüderle, Johannes Bill, Bernhard Kaplan, Jens Kremkow, Karlheinz Meier, Eric Müller, Johannes Schemmel
2009	B	`conf`	A QoS network architecture to interconnect large-scale VLSI neural networks. IJCNN Stefan Philipp, Johannes Schemmel, Karlheinz Meier
2009	J	`jnl`	Establishing a novel modeling tool: a python-based interface for a neuromorphic hardware system. Frontiers Neuroinformatics Daniel Brüderle, Eric Müller, Andrew P. Davison, Eilif B. Müller, Johannes Schemmel, Karlheinz Meier
2009	B	`conf`	High-conductance states on a neuromorphic hardware system. IJCNN Bernhard Kaplan, Daniel Brüderle, Johannes Schemmel, Karlheinz Meier
2008	B	`conf`	Realizing biological spiking network models in a configurable wafer-scale hardware system. IJCNN Johannes Fieres, Johannes Schemmel, Karlheinz Meier
2008	B	`conf`	Wafer-scale integration of analog neural networks. IJCNN Johannes Schemmel, Johannes Fieres, Karlheinz Meier
2007	Misc	`conf`	A Software Framework for Tuning the Dynamics of Neuromorphic Silicon Towards Biology. IWANN Daniel Brüderle, Andreas Grübl, Karlheinz Meier, Eilif B. Mueller, Johannes Schemmel
2007	Misc	`conf`	Interconnecting VLSI Spiking Neural Networks Using Isochronous Connections. IWANN Stefan Philipp, Andreas Grübl, Karlheinz Meier, Johannes Schemmel
2007	C	`conf`	Modeling Synaptic Plasticity within Networks of Highly Accelerated I&F Neurons. ISCAS Johannes Schemmel, Daniel Brüderle, Karlheinz Meier, Boris Ostendorf
2007	J	`jnl`	Spike-Frequency Adapting Neural Ensembles: Beyond Mean Adaptation and Renewal Theories. Neural Comput. Eilif B. Muller, Lars Buesing, Johannes Schemmel, Karlheinz Meier
2006	—	`conf`	A Convolutional Neural Network Tolerant of Synaptic Faults for Low-Power Analog Hardware. ANNPR Johannes Fieres, Karlheinz Meier, Johannes Schemmel
2006	—	`conf`	A Modular Framework for the Evolution of Circuits on Configurable Transistor Array Architectures. AHS Martin Trefzer, Jörg Langeheine, Karlheinz Meier, Johannes Schemmel
2006	B	`conf`	Implementing Synaptic Plasticity in a VLSI Spiking Neural Network Model. IJCNN Johannes Schemmel, Andreas Grübl, Karlheinz Meier, Eilif B. Mueller
2006	B	`conf`	Training convolutional networks of threshold neurons suited for low-power hardware implementation. IJCNN Johannes Fieres, Johannes Schemmel, Karlheinz Meier
2005	—	`conf`	Operational Amplifiers: An Example for Multi-objective Optimization on an Analog Evolvable Hardware Platform. ICES Martin Trefzer, Jörg Langeheine, Karlheinz Meier, Johannes Schemmel
2004	B	`conf`	A new VLSI model of neural microcircuits including spike time dependent plasticity. IJCNN Johannes Schemmel, Karlheinz Meier, Eilif B. Mueller
2004	—	`conf`	Edge of Chaos Computation in Mixed-Mode VLSI - A Hard Liquid. NIPS Felix Schürmann, Karlheinz Meier, Johannes Schemmel
2004	—	`conf`	Intrinsic Evolution of Digital-to-Analog Converters Using a CMOS FPTA Chip. Evolvable Hardware Jörg Langeheine, Karlheinz Meier, Johannes Schemmel, Martin Trefzer
2004	—	`conf`	New Genetic Operators to Facilitate Understanding of Evolved Transistor Circuits. Evolvable Hardware Martin Trefzer, Jörg Langeheine, Johannes Schemmel, Karlheinz Meier
2004	—	`conf`	On the Evolution of Analog Electronic Circuits Using Building Blocks on a CMOS FPTA. GECCO (1) Jörg Langeheine, Martin Trefzer, Daniel Brüderle, Karlheinz Meier, Johannes Schemmel
2004	B	`conf`	Training fast mixed-signal neural networks for data classification. IJCNN Steffen G. Hohmann, Johannes Fieres, Karlheinz Meier, Johannes Schemmel, Tillmann Schmitz, Felix Schürmann
2003	B	`conf`	Predicting protein cellular localization sites with a hardware analog neural network. IJCNN Steffen G. Hohmann, Johannes Schemmel, Felix Schürmann, Karlheinz Meier
2003	—	`conf`	Speeding up Hardware Evolution: A Coprocessor for Evolutionary Algorithms. ICES Tillmann Schmitz, Steffen G. Hohmann, Karlheinz Meier, Johannes Schemmel, Felix Schürmann
2002	A	`conf`	Exploring The Parameter Space Of A Genetic Algorithm For Training An Analog Neural Network. GECCO Steffen G. Hohmann, Johannes Schemmel, Felix Schürmann, Karlheinz Meier
2002	—	`conf`	Intrinsic Evolution of Quasi DC Solutions for Transistor Level Analog Electronic Circuits Using a CMOS FPTA Chip. Evolvable Hardware Jörg Langeheine, Karlheinz Meier, Johannes Schemmel
2002	—	`conf`	Towards an Artificial Neural Network Framework. Evolvable Hardware Felix Schürmann, Steffen G. Hohmann, Johannes Schemmel, Karlheinz Meier
2001	—	`conf`	A Cmos Fpta Chip For Intrinsic Hardware Evolution Of Analog Electronic Circuits. Evolvable Hardware Jörg Langeheine, Joachim Becker, Simon Fölling, Karlheinz Meier, Johannes Schemmel
2001	—	`conf`	A VLSI Implementation of an Analog Neural Network Suited for Genetic Algorithms. ICES Johannes Schemmel, Karlheinz Meier, Felix Schürmann
2001	J	`jnl`	A self-calibrating single-chip CMOS camera with logarithmic response. IEEE J. Solid State Circuits Markus Loose, Karlheinz Meier, Johannes Schemmel
2001	—	`conf`	An interactive tactile graphics display. ISSPA Thorsten Maucher, Karlheinz Meier, Johannes Schemmel
2001	—	`conf`	Initial Studies of a New VLSI Field Programmable Transistor Array. ICES Jörg Langeheine, Joachim Becker, Simon Fölling, Karlheinz Meier, Johannes Schemmel
2000	—	`conf`	Towards a Silicon Primordial Soup: A Fast Approach to Hardware Evolution with a VLSI Transistor Array. ICES Jörg Langeheine, Simon Fölling, Karlheinz Meier, Johannes Schemmel
1999	—	`—`	An integrated analog network for image processing. Johannes Schemmel
1996	—	`conf`	Entwicklung einer Kamera mit adaptiven Photorezeptoren in analoger CMOS-Technologie. DAGM-Symposium Markus Loose, Karlheinz Meier, Johannes Schemmel