A Software Framework for Mapping Neural Networks to a Wafer-scale Neuromorphic Hardware System. - Matthias Ehrlich; Karsten Wendt; Lukas Zühl; René Schüffny; Daniel Brüderle; Eric Müller 001; Bernhard Vogginger (ANNIIP, 2010)

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 001; Marc-Olivier Schwartz; Dan Husmann de Oliveira; Sebastian Jeltsch; et al. (Biol. Cybern., 2011)

Long-term pulse stimulation and recording in an accelerated neuromorphic system. - Vasilis N. Thanasoulis; Johannes Partzsch; Bernhard Vogginger; Christian Mayr 001; René Schüffny (ICECS, 2012)

Live demonstration: Ethernet communication linking two large-scale neuromorphic systems. - Johannes Partzsch; Christian Mayr 001; Bernhard Vogginger; René Schüffny; Alexander D. Rast; Luis A. Plana; Steve B. Furber (ECCTD, 2013)

Configurable pulse routing architecture for accelerated multi-node neuromorphic systems. - Vasilis N. Thanasoulis; Johannes Partzsch; Bernhard Vogginger; René Schüffny (ICECS, 2014)

A pulse communication flow ready for accelerated neuromorphic experiments. - Vasilis N. Thanasoulis; Bernhard Vogginger; Johannes Partzsch; René Schüffny (ISCAS, 2014)

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. - Mihai A. Petrovici; Bernhard Vogginger; Paul Müller 002; Oliver Breitwieser; Mikael Lundqvist; Lyle Muller; Matthias Ehrlich; Alain Destexhe; Anders Lansner; René Schüffny; Johannes Schemmel; Karlheinz Meier (CoRR, 2014)

Neuromorphic hardware in the loop: Training a deep spiking network on the BrainScaleS wafer-scale system. - Sebastian Schmitt; Johann Klähn; Guillaume Bellec; Andreas Grübl; Maurice Güttler; Andreas Hartel; Stephan Hartmann 002; Dan Husmann de Oliveira; Kai Husmann; Sebastian Jeltsch; Vitali Karasenko; Mitja Kleider; et al. (IJCNN, 2017)

Live demonstration: Dynamic voltage and frequency scaling for neuromorphic many-core systems. - Sebastian Höppner; Yexin Yan; Bernhard Vogginger; Andreas Dixius; Johannes Partzsch; Prateek Joshi; Felix Neumärker; Stephan Hartmann 002; Stefan Schiefer; Stefan Scholze; Georg Ellguth; Love Cederstroem; et al. (ISCAS, 2017)

Dynamic voltage and frequency scaling for neuromorphic many-core systems. - Sebastian Höppner; Yexin Yan; Bernhard Vogginger; Andreas Dixius; Johannes Partzsch; Felix Neumärker; Stephan Hartmann 002; Stefan Schiefer; Stefan Scholze; Georg Ellguth; Love Cederstroem; Matthias Eberlein; et al. (ISCAS, 2017)

Pattern representation and recognition with accelerated analog neuromorphic systems. - 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; et al. (ISCAS, 2017)

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; et al. (CoRR, 2017)

Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System. - Sebastian Schmitt; Johann Klaehn; Guillaume Bellec; Andreas Grübl; Maurice Guettler; Andreas Hartel; Stephan Hartmann 002; Dan Husmann de Oliveira; Kai Husmann; Vitali Karasenko; Mitja Kleider; Christoph Koke; et al. (CoRR, 2017)

Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype. - Yexin Yan; David Kappel; Felix Neumärker; Johannes Partzsch; Bernhard Vogginger; Sebastian Höppner; Steve B. Furber; Wolfgang Maass 001; Robert Legenstein; Christian Mayr 001 (IEEE Trans. Biomed. Circuits Syst., 2019)

Dynamic Power Management for Neuromorphic Many-Core Systems. - Sebastian Höppner; Bernhard Vogginger; Yexin Yan; Andreas Dixius; Stefan Scholze; Johannes Partzsch; Felix Neumärker; Stephan Hartmann 002; Stefan Schiefer; Georg Ellguth; Love Cederstroem; Luis A. Plana; et al. (IEEE Trans. Circuits Syst. I Regul. Pap., 2019)

Event-based Neural Network for ECG Classification with Delta Encoding and Early Stopping. - Matthias Jobst; Chen Liu 031; Johannes Partzsch; Yexin Yan; David Kappel; Hector A. Gonzalez; Yue Ji; Bernhard Vogginger; Christian Mayr 001 (EBCCSP, 2020)

Mapping Deep Neural Networks on SpiNNaker2. - Florian Kelber; Binyi Wu; Bernhard Vogginger; Johannes Partzsch; Chen Liu 031; Marco Stolba; Christian Mayr 001 (NICE, 2020)

Low-Power Low-Latency Keyword Spotting and Adaptive Control with a SpiNNaker 2 Prototype and Comparison with Loihi. - Yexin Yan; Terrence C. Stewart; Xuan Choo; Bernhard Vogginger; Johannes Partzsch; Sebastian Höppner; Florian Kelber; Chris Eliasmith; Steve B. Furber; Christian Mayr 001 (CoRR, 2020)

Applied Spiking Neural Networks for Radar-based Gesture Recognition. - Felix Kreutz; Pascal Gerhards; Bernhard Vogginger; Klaus Knobloch; Christian Georg Mayr (EBCCSP, 2021)

Delay-Based Neural Computation: Pulse Routing Architecture and Benchmark Application in FPGA. - Vasilis N. Thanasoulis; Bernhard Vogginger; Johannes Partzsch; Christian Mayr 001 (ICECS, 2021)

Ultra-High Compression of Twiddle Factor ROMs in Multi-Core DSP for FMCW Radars. - Hector A. Gonzalez; Florian Kelber; Marco Stolba; Chen Liu 031; Bernhard Vogginger; Stefan Hänzsche; Stefan Scholze; Sebastian Höppner; Christian Mayr 001 (ISCAS, 2021)

Phase-based Doppler Disambiguation in TDM and BPM MIMO FMCW Radars. - Chen Liu 031; Hector A. Gonzalez; Bernhard Vogginger; Christian Georg Mayr (RWS, 2021)

The SpiNNaker 2 Processing Element Architecture for Hybrid Digital Neuromorphic Computing. - Sebastian Höppner; Yexin Yan; Andreas Dixius; Stefan Scholze; Johannes Partzsch; Marco Stolba; Florian Kelber; Bernhard Vogginger; Felix Neumärker; Georg Ellguth; Stephan Hartmann 002; Stefan Schiefer; et al. (CoRR, 2021)

Comparing Loihi with a SpiNNaker 2 prototype on low-latency keyword spotting and adaptive robotic control. - Yexin Yan; Terrence C. Stewart; Xuan Choo; Bernhard Vogginger; Johannes Partzsch; Sebastian Höppner; Florian Kelber; Chris Eliasmith; Steve B. Furber; Christian Mayr 001 (Neuromorph. Comput. Eng., 2021)

Spiking Neural Network based Real-time Radar Gesture Recognition Live Demonstration. - Jiaxin Huang 007; Pascal Gerhards; Felix Kreutz; Bernhard Vogginger; Florian Kelber; Daniel Scholz 002; Klaus Knobloch; Christian Georg Mayr (AICAS, 2022)

Real-time Radar Gesture Classification with Spiking Neural Network on SpiNNaker 2 Prototype. - Jiaxin Huang 007; Bernhard Vogginger; Pascal Gerhards; Felix Kreutz; Florian Kelber; Daniel Scholz 002; Klaus Knobloch; Christian Georg Mayr (AICAS, 2022)

The operating system of the neuromorphic BrainScaleS-1 system. - Eric Müller 001; Sebastian Schmitt; Christian Mauch; Sebastian Billaudelle; Andreas Grübl; Maurice Güttler; Dan Husmann; Joscha Ilmberger; Sebastian Jeltsch; Jakob Kaiser; Johann Klähn; Mitja Kleider; et al. (Neurocomputing, 2022)

Time-Coded Spiking Fourier Transform in Neuromorphic Hardware. - Javier López-Randulfe; Nico Reeb; Negin Karimi; Chen Liu 031; Hector A. Gonzalez; Robin Dietrich; Bernhard Vogginger; Christian Mayr 001; Alois C. Knoll (IEEE Trans. Computers, 2022)

Efficient Algorithms for Accelerating Spiking Neural Networks on MAC Array of SpiNNaker 2. - Jiaxin Huang 007; Florian Kelber; Bernhard Vogginger; Binyi Wu; Felix Kreutz; Pascal Gerhards; Daniel Scholz 002; Klaus Knobloch; Christian Georg Mayr (AICAS, 2023)

A 12-ADC 25-Core Smart MPSoC Using ABB in 22FDX for 77GHz MIMO Radars at 52.6mW Average Power. - Hector A. Gonzalez; Bernhard Vogginger; Chen Liu 031; Marco Stolba; Florian Kelber; Heiner Bauer; Stefan Hänzsche; Stefan Scholze; Marc Berthel; Tim Rosmeisl; Liyuan Guo; Dennis Walter; et al. (CICC, 2023)

Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management. - Bernhard Vogginger; Florian Kelber; Shambhavi Balamuthu Sampath; Johannes Partzsch; Christian Mayr 001 (CODAI, 2023)

NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking. - 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; et al. (CoRR, 2023)

Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing. - Jens Egholm Pedersen; Steven Abreu; Matthias Jobst; Gregor Lenz; Vittorio Fra; Felix Christian Bauer; Dylan R. Muir; Peng Zhou 017; Bernhard Vogginger; Kade Heckel; Gianvito Urgese; Sadasivan Shankar; et al. (CoRR, 2023)

Language Modeling on a SpiNNaker2 Neuromorphic Chip. - Khaleelulla Khan Nazeer; Mark Schöne; Rishav Mukherji; Bernhard Vogginger; Christian Mayr 001; David Kappel; Anand Subramoney (AICAS, 2024)

Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-Core Heterogeneous Neuromorphic Platform SpiNNaker2. - Jiaxin Huang 007; Bernhard Vogginger; Florian Kelber; Hector A. Gonzalez; Klaus Knobloch; Christian Georg Mayr (ICONS, 2024)

A Low-footprint FFT Accelerator for a RISC-V-based Multi-core DSP in FMCW Radars. - Hector A. Gonzalez; Marco Stolba; Bernhard Vogginger; Tim Rosmeisl; Chen Liu 031; Christian Mayr 001 (ISCAS, 2024)

CA-CFAR is Convolution: Fast Target Detection with Machine Learning Accelerator. - Chen Liu 031; Florian Kelber; Bernhard Vogginger; Christian Mayr 001 (MECO, 2024)

SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning. - Hector A. Gonzalez; Jiaxin Huang 007; Florian Kelber; Khaleelulla Khan Nazeer; Tim Langer; Chen Liu 031; Matthias Lohrmann; Amirhossein Rostami; Mark Schöne; Bernhard Vogginger; Timo C. Wunderlich; Yexin Yan; et al. (CoRR, 2024)

Neuromorphic hardware for sustainable AI data centers. - Bernhard Vogginger; Amirhossein Rostami; Vaibhav Jain; Sirine Arfa; Andreas Hantsch; David Kappel; Michael Schäfer; Ulrike Faltings; Hector A. Gonzalez; Chen Liu 031; Christian Mayr 001 (CoRR, 2024)

Event-based backpropagation on the neuromorphic platform SpiNNaker2. - Gabriel Béna; Timo Wunderlich; Mahmoud Akl; Bernhard Vogginger; Christian Georg Mayr; Andres Gonzales Hector (CoRR, 2024)

Neuromorphic Intermediate Representation. - Jens Egholm Pedersen; Steven Abreu; Matthias Jobst; Gregor Lenz; Vittorio Fra; Felix Bauer; Dylan Richard Muir; Peng Zhou 017; Bernhard Vogginger; Kade M. Heckel; Sadasivan Shankar; Terrence C. Stewart; et al. (Zenodo, 2024)

Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation. - Sirine Arfa; Bernhard Vogginger; Chen Liu 031; Johannes Partzsch; Mark Schöne; Christian Mayr 001 (NICE, 2025)

Event-based backpropagation on the neuromorphic platform SpiNNaker2. - Gabriel Béna; Timo Wunderlich; Mahmoud Akl; Bernhard Vogginger; Christian Mayr 001; Hector A. Gonzalez (NICE, 2025)

OctopuScheduler: On-Chip DNN Scheduling on the SpiNNaker2 Neuromorphic MPSoC. - Tim Langer; Matthias Jobst; Chen Liu 031; Florian Kelber; Bernhard Vogginger; Christian Mayr 001 (NICE, 2025)

NLU: An Adaptive, Small-Footprint, Low-Power Neural Learning Unit for Edge and IoT Applications. - Amirhossein Rostami; Seyed Mohammad Ali Zeinolabedin; Liyuan Guo; Florian Kelber; Heiner Bauer; Andreas Dixius; Stefan Scholze; Marc Berthel; Dennis Walter; Johannes Uhlig; Bernhard Vogginger; Christian Mayr 001 (IEEE Open J. Circuits Syst., 2025)

Hardware-Aware Fine-Tuning of Spiking Q-Networks on the SpiNNaker2 Neuromorphic Platform. - Sirine Arfa; Bernhard Vogginger; Christian Mayr 001 (CoRR, 2025)