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Bernhard Vogginger
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2020 – today
- 2024
- [c24]Khaleelulla Khan Nazeer, Mark Schöne, Rishav Mukherji, Bernhard Vogginger, Christian Mayr, David Kappel, Anand Subramoney:
Language Modeling on a SpiNNaker2 Neuromorphic Chip. AICAS 2024: 492-496 - [c23]Jiaxin Huang, Bernhard Vogginger, Florian Kelber, Hector A. Gonzalez, Klaus Knobloch, Christian Georg Mayr:
Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-Core Heterogeneous Neuromorphic Platform SpiNNaker2. ICONS 2024: 117-123 - [c22]Hector A. Gonzalez, Marco Stolba, Bernhard Vogginger, Tim Rosmeisl, Chen Liu, Christian Mayr:
A Low-footprint FFT Accelerator for a RISC-V-based Multi-core DSP in FMCW Radars. ISCAS 2024: 1-5 - [c21]Chen Liu, Florian Kelber, Bernhard Vogginger, Christian Mayr:
CA-CFAR is Convolution: Fast Target Detection with Machine Learning Accelerator. MECO 2024: 1-6 - [i14]Hector A. Gonzalez, Jiaxin Huang, Florian Kelber, Khaleelulla Khan Nazeer, Tim Langer, Chen Liu, Matthias Lohrmann, Amirhossein Rostami, Mark Schöne, Bernhard Vogginger, Timo C. Wunderlich, Yexin Yan, Mahmoud Akl, Christian Mayr:
SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning. CoRR abs/2401.04491 (2024) - [i13]Bernhard Vogginger, Amirhossein Rostami, Vaibhav Jain, Sirine Arfa, Andreas Hantsch, David Kappel, Michael Schäfer, Ulrike Faltings, Hector A. Gonzalez, Chen Liu, Christian Mayr:
Neuromorphic hardware for sustainable AI data centers. CoRR abs/2402.02521 (2024) - [i12]Jiaxin Huang, Bernhard Vogginger, Florian Kelber, Hector A. Gonzalez, Klaus Knobloch, Christian Georg Mayr:
Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-core Heterogeneous Neuromorphic Platform SpiNNaker2. CoRR abs/2406.17049 (2024) - 2023
- [c20]Jiaxin Huang, Florian Kelber, Bernhard Vogginger, Binyi Wu, Felix Kreutz, Pascal Gerhards, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Efficient Algorithms for Accelerating Spiking Neural Networks on MAC Array of SpiNNaker 2. AICAS 2023: 1-5 - [c19]Hector A. Gonzalez, Bernhard Vogginger, Chen Liu, Marco Stolba, Florian Kelber, Heiner Bauer, Stefan Hänzsche, Stefan Scholze, Marc Berthel, Tim Rosmeisl, Liyuan Guo, Dennis Walter, Piash Das, Khaleelulla Khan Nazeer, Tilo Schubert, Sebastian Höppner, Christian Mayr:
A 12-ADC 25-Core Smart MPSoC Using ABB in 22FDX for 77GHz MIMO Radars at 52.6mW Average Power. CICC 2023: 1-2 - [c18]Bernhard Vogginger, Florian Kelber, Shambhavi Balamuthu Sampath, Johannes Partzsch, Christian Mayr:
Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management. CODAI 2023: 27-31 - [i11]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, 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:
NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking. CoRR abs/2304.04640 (2023) - [i10]Jens Egholm Pedersen, Steven Abreu, Matthias Jobst, Gregor Lenz, Vittorio Fra, Felix Christian Bauer, Dylan R. Muir, Peng Zhou, Bernhard Vogginger, Kade Heckel, Gianvito Urgese, Sadasivan Shankar, Terrence C. Stewart, Jason K. Eshraghian, Sadique Sheik:
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing. CoRR abs/2311.14641 (2023) - 2022
- [j6]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) - [j5]Javier López-Randulfe, Nico Reeb, Negin Karimi, Chen Liu, Hector A. Gonzalez, Robin Dietrich, Bernhard Vogginger, Christian Mayr, Alois C. Knoll:
Time-Coded Spiking Fourier Transform in Neuromorphic Hardware. IEEE Trans. Computers 71(11): 2792-2802 (2022) - [c17]Jiaxin Huang, Bernhard Vogginger, Pascal Gerhards, Felix Kreutz, Florian Kelber, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Real-time Radar Gesture Classification with Spiking Neural Network on SpiNNaker 2 Prototype. AICAS 2022: 362-365 - [c16]Jiaxin Huang, Pascal Gerhards, Felix Kreutz, Bernhard Vogginger, Florian Kelber, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Spiking Neural Network based Real-time Radar Gesture Recognition Live Demonstration. AICAS 2022: 500 - [i9]Javier López-Randulfe, Nico Reeb, Negin Karimi, Chen Liu, Hector A. Gonzalez, Robin Dietrich, Bernhard Vogginger, Christian Mayr, Alois C. Knoll:
Time-coded Spiking Fourier Transform in Neuromorphic Hardware. CoRR abs/2202.12650 (2022) - 2021
- [j4]Yexin Yan, Terrence C. Stewart, Xuan Choo, Bernhard Vogginger, Johannes Partzsch, Sebastian Höppner, Florian Kelber, Chris Eliasmith, Steve B. Furber, Christian Mayr:
Comparing Loihi with a SpiNNaker 2 prototype on low-latency keyword spotting and adaptive robotic control. Neuromorph. Comput. Eng. 1(1): 14002 (2021) - [c15]Felix Kreutz, Pascal Gerhards, Bernhard Vogginger, Klaus Knobloch, Christian Georg Mayr:
Applied Spiking Neural Networks for Radar-based Gesture Recognition. EBCCSP 2021: 1-4 - [c14]Vasilis N. Thanasoulis, Bernhard Vogginger, Johannes Partzsch, Christian Mayr:
Delay-Based Neural Computation: Pulse Routing Architecture and Benchmark Application in FPGA. ICECS 2021: 1-5 - [c13]Hector A. Gonzalez, Florian Kelber, Marco Stolba, Chen Liu, Bernhard Vogginger, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Christian Mayr:
Ultra-High Compression of Twiddle Factor ROMs in Multi-Core DSP for FMCW Radars. ISCAS 2021: 1-5 - [c12]Chen Liu, Hector A. Gonzalez, Bernhard Vogginger, Christian Georg Mayr:
Phase-based Doppler Disambiguation in TDM and BPM MIMO FMCW Radars. RWS 2021: 87-90 - [i8]Sebastian Höppner, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Marco Stolba, Florian Kelber, Bernhard Vogginger, Felix Neumärker, Georg Ellguth, Stephan Hartmann, Stefan Schiefer, Thomas Hocker, Dennis Walter, Gengting Liu, Jim D. Garside, Steve B. Furber, Christian Mayr:
The SpiNNaker 2 Processing Element Architecture for Hybrid Digital Neuromorphic Computing. CoRR abs/2103.08392 (2021) - 2020
- [c11]Matthias Jobst, Chen Liu, Johannes Partzsch, Yexin Yan, David Kappel, Hector A. Gonzalez, Yue Ji, Bernhard Vogginger, Christian Mayr:
Event-based Neural Network for ECG Classification with Delta Encoding and Early Stopping. EBCCSP 2020: 1-4 - [c10]Florian Kelber, Binyi Wu, Bernhard Vogginger, Johannes Partzsch, Chen Liu, Marco Stolba, Christian Mayr:
Mapping Deep Neural Networks on SpiNNaker2. NICE 2020: 18:1-18:3 - [i7]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) - [i6]Yexin Yan, Terrence C. Stewart, Xuan Choo, Bernhard Vogginger, Johannes Partzsch, Sebastian Höppner, Florian Kelber, Chris Eliasmith, Steve B. Furber, Christian Mayr:
Low-Power Low-Latency Keyword Spotting and Adaptive Control with a SpiNNaker 2 Prototype and Comparison with Loihi. CoRR abs/2009.08921 (2020)
2010 – 2019
- 2019
- [j3]Yexin Yan, David Kappel, Felix Neumärker, Johannes Partzsch, Bernhard Vogginger, Sebastian Höppner, Steve B. Furber, Wolfgang Maass, Robert Legenstein, Christian Mayr:
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype. IEEE Trans. Biomed. Circuits Syst. 13(3): 579-591 (2019) - [j2]Sebastian Höppner, Bernhard Vogginger, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Georg Ellguth, Love Cederstroem, Luis A. Plana, Jim D. Garside, Steve B. Furber, Christian Mayr:
Dynamic Power Management for Neuromorphic Many-Core Systems. IEEE Trans. Circuits Syst. I Regul. Pap. 66-I(8): 2973-2986 (2019) - [i5]Yexin Yan, David Kappel, Felix Neumärker, Johannes Partzsch, Bernhard Vogginger, Sebastian Höppner, Steve B. Furber, Wolfgang Maass, Robert Legenstein, Christian Mayr:
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype. CoRR abs/1903.08500 (2019) - [i4]Sebastian Höppner, Bernhard Vogginger, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Felix Neumaerker, Stephan Hartmann, Stefan Schiefer, Georg Ellguth, Love Cederstroem, Luis A. Plana, Jim D. Garside, Steve B. Furber, Christian Mayr:
Dynamic Power Management for Neuromorphic Many-Core Systems. CoRR abs/1903.08941 (2019) - 2017
- [c9]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:
Neuromorphic hardware in the loop: Training a deep spiking network on the BrainScaleS wafer-scale system. IJCNN 2017: 2227-2234 - [c8]Sebastian Höppner, Yexin Yan, Bernhard Vogginger, Andreas Dixius, Johannes Partzsch, Prateek Joshi, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Stefan Scholze, Georg Ellguth, Love Cederstroem, Matthias Eberlein, Christian Mayr, Steve Temple, Luis A. Plana, Jim D. Garside, Simon Davidson, David R. Lester, Steve B. Furber:
Live demonstration: Dynamic voltage and frequency scaling for neuromorphic many-core systems. ISCAS 2017: 1 - [c7]Sebastian Höppner, Yexin Yan, Bernhard Vogginger, Andreas Dixius, Johannes Partzsch, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Stefan Scholze, Georg Ellguth, Love Cederstroem, Matthias Eberlein, Christian Mayr, Steve Temple, Luis A. Plana, Jim D. Garside, Simon Davidson, David R. Lester, Steve B. Furber:
Dynamic voltage and frequency scaling for neuromorphic many-core systems. ISCAS 2017: 1-4 - [c6]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:
Pattern representation and recognition with accelerated analog neuromorphic systems. ISCAS 2017: 1-4 - [i3]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:
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System. CoRR abs/1703.01909 (2017) - [i2]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:
Pattern representation and recognition with accelerated analog neuromorphic systems. CoRR abs/1703.06043 (2017) - 2014
- [c5]Vasilis N. Thanasoulis, Johannes Partzsch, Bernhard Vogginger, René Schüffny:
Configurable pulse routing architecture for accelerated multi-node neuromorphic systems. ICECS 2014: 738-741 - [c4]Vasilis N. Thanasoulis, Bernhard Vogginger, Johannes Partzsch, René Schüffny:
A pulse communication flow ready for accelerated neuromorphic experiments. ISCAS 2014: 265-268 - [i1]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:
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 abs/1404.7514 (2014) - 2013
- [c3]Johannes Partzsch, Christian Mayr, Bernhard Vogginger, René Schüffny, Alexander D. Rast, Luis A. Plana, Steve B. Furber:
Live demonstration: Ethernet communication linking two large-scale neuromorphic systems. ECCTD 2013: 1 - 2012
- [c2]Vasilis N. Thanasoulis, Johannes Partzsch, Bernhard Vogginger, Christian Mayr, René Schüffny:
Long-term pulse stimulation and recording in an accelerated neuromorphic system. ICECS 2012: 590-592 - 2011
- [j1]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 Mueller, Johannes Partzsch, Stefan Scholze, Lukas Zühl, Christian Mayr, Alain Destexhe, Markus Diesmann, Tobias C. Potjans, Anders Lansner, René Schüffny, Johannes Schemmel, Karlheinz Meier:
A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems. Biol. Cybern. 104(4-5): 263-296 (2011) - 2010
- [c1]Matthias Ehrlich, Karsten Wendt, Lukas Zühl, René Schüffny, Daniel Brüderle, Eric Müller, Bernhard Vogginger:
A Software Framework for Mapping Neural Networks to a Wafer-scale Neuromorphic Hardware System. ANNIIP 2010: 43-52
Coauthor Index
aka: Christian Georg Mayr
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