Applying Spiking Neural Nets to Noise Shaping. - Christian Mayr 001; René Schüffny (IEICE Trans. Inf. Syst., 2005)

Neighborhood Rank Order Coding for Robust Texture Analysis and Feature Extraction. - Christian Mayr 001; René Schüffny (HIS, 2007)

Nearest Neighborhood Grayscale Operator for Hardware-Efficient Microscale Texture Extraction. - Christian Georg Mayr; Andreas König 001 (EURASIP J. Adv. Signal Process., 2007)

Gabor-Like Image Filtering Using a Neural Microcircuit. - Christian Mayr 001; Arne Heittmann; René Schüffny (IEEE Trans. Neural Networks, 2007)

BCM and Membrane Potential: Alternative Ways to Timing Dependent Plasticity. - Johannes Partzsch; Christian Mayr 001; René Schüffny (ICONIP (1), 2008)

Untersuchungen zur Implementierung von Bildverarbeitungsalgorithmen mittels pulsgekoppelter neuronaler Netze. - Christian Georg Mayr (2008)

Current conveyor based amplifier and adaptive buffer for use in an analog frontend. - Georg Ellguth; Stephan Henker; Christian Mayr 001; René Schüffny (ICECS, 2009)

On the Relation between Bursts and Dynamic Synapse Properties: A Modulation-Based Ansatz. - Christian Mayr 001; Johannes Partzsch; René Schüffny (Comput. Intell. Neurosci., 2009)

Transient responses of activity-dependent synapses to modulated pulse trains. - Christian Mayr 001; Johannes Partzsch; René Schüffny (Neurocomputing, 2009)

A novel ADPLL design using successive approximation frequency control. - Holger Eisenreich; Christian Mayr 001; Stephan Henker; Michael Wickert; René Schüffny (Microelectron. J., 2009)

A critique of BCM behavior verification for STDP-type plasticity models. - Christian Mayr 001; Johannes Partzsch; René Schüffny (ESANN, 2010)

Highly integrated packet-based AER communication infrastructure with 3Gevent/S throughput. - Stephan Hartmann 002; Stefan Schiefer; Stefan Scholze; Johannes Partzsch; Christian Mayr 001; Stephan Henker; René Schüffny (ICECS, 2010)

Replicating experimental spike and rate based neural learning in CMOS. - Christian Mayr 001; Marko Noack; Johannes Partzsch; René Schüffny (ISCAS, 2010)

Synapse dynamics in CMOS derived from a model of neurotransmitter release. - Marko Noack; Christian Mayr 001; Johannes Partzsch; René Schüffny (ECCTD, 2011)

Live demonstration: Packet-based AER with 3Gevent/s cumulative throughput. - Stefan Schiefer; Stephan Hartmann 002; Stefan Scholze; Johannes Partzsch; Christian Mayr 001; Stephan Henker; René Schüffny (ISCAS, 2011)

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)

Dedicated FPGA communication architecture and design for a large-scale neuromorphic system. - Vasilis N. Thanasoulis; Johannes Partzsch; Stephan Hartmann 002; Christian Mayr 001; René Schüffny (ICECS, 2012)

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: A scaled-down version of the BrainScaleS wafer-scale neuromorphic system. - Johannes Schemmel; Andreas Grübl; Stephan Hartmann 002; Alexander Kononov; Christian Mayr 001; Karlheinz Meier; Sebastian Millner; Johannes Partzsch; Stefan Schiefer; Stefan Scholze; René Schüffny; Marc-Olivier Schwartz (ISCAS, 2012)

Waveform Driven Plasticity in BiFeO3 Memristive Devices: Model and Implementation. - Christian Mayr 001; Paul Stärke; Johannes Partzsch; René Schüffny; Love Cederstroem; Yao Shuai; Nan Du 004; Heidemarie Schmidt (NIPS, 2012)

A 32 GBit/s communication SoC for a waferscale neuromorphic system. - Stefan Scholze; Holger Eisenreich; Sebastian Höppner; Georg Ellguth; Stephan Henker; Mario Ander; Stefan Hänzsche; Johannes Partzsch; Christian Mayr 001; René Schüffny (Integr., 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)

A location-independent direct link neuromorphic interface. - Alexander D. Rast; Johannes Partzsch; Christian Mayr 001; Johannes Schemmel; Stefan Hartmann; Luis A. Plana; Steve Temple; David R. Lester; René Schüffny; Steve B. Furber (IJCNN, 2013)

A model based comparison of BiFeO3 device applicability in neuromorphic hardware. - Love Cederstroem; Paul Stärke; Christian Mayr 001; Yao Shuai; Heidemarie Schmidt; René Schüffny (ISCAS, 2013)

Live demonstration: Multiple-timescale plasticity in a neuromorphic system. - Christian Mayr 001; Johannes Partzsch; Marko Noack; René Schüffny (ISCAS, 2013)

VLSI implementation of a conductance-based multi-synapse using switched-capacitor circuits. - Marko Noack; Markus Krause; Christian Mayr 001; Johannes Partzsch; René Schüffny (ISCAS, 2014)

OTA based 200 GΩ resistance on 700 μm2 in 180 nm CMOS for neuromorphic applications. - Christian Mayr 001; Michael Schultz; Marko Noack; Stephan Henker; Johannes Partzsch; René Schüffny (CoRR, 2014)

Switched-Capacitor Realization of Presynaptic Short-Term-Plasticity and Stop-Learning Synapses in 28 nm CMOS. - Marko Noack; Johannes Partzsch; Christian Mayr 001; Stefan Hänzsche; Stefan Scholze; Sebastian Höppner; Georg Ellguth; René Schüffny (CoRR, 2014)

Event-based softcore processor in a biohybrid setup applied to structural plasticity. - Richard George 001; Christian Mayr 001; Giacomo Indiveri; Stefano Vassanelli (EBCCSP, 2015)

An MPSoC for energy-efficient database query processing. - Sebastian Haas; Oliver Arnold; Benedikt Nöthen; Stefan Scholze; Georg Ellguth; Andreas Dixius; Sebastian Höppner; Stefan Schiefer; Stephan Hartmann 002; Stephan Henker; Thomas Hocker; Jörg Schreiter; et al. (DAC, 2016)

Beyond spike-timing dependent plasticity in memristor crossbar arrays. - Hesham Mostafa; Christian Mayr 001; Giacomo Indiveri (ISCAS, 2016)

A database accelerator for energy-efficient query processing and optimization. - Sebastian Haas; Oliver Arnold; Stefan Scholze; Sebastian Höppner; Georg Ellguth; Andreas Dixius; Annett Ungethüm; Eric Mier; Benedikt Noethen; Emil Matús; Stefan Schiefer; Love Cederstroem; et al. (NORCAS, 2016)

True random number generation from bang-bang ADPLL jitter. - Felix Neumärker; Sebastian Höppner; Andreas Dixius; Christian Mayr 001 (NORCAS, 2016)

A Biological-Realtime Neuromorphic System in 28 nm CMOS Using Low-Leakage Switched Capacitor Circuits. - Christian Mayr 001; Johannes Partzsch; Marko Noack; Stefan Hänzsche; Stefan Scholze; Sebastian Höppner; Georg Ellguth; René Schüffny (IEEE Trans. Biomed. Circuits Syst., 2016)

A Calibration Technique for Bang-Bang ADPLLs Using Jitter Distribution Monitoring. - Sebastian Höppner; Johannes Partzsch; Johannes Neumann; René Schüffny; Christian Mayr 001 (IEEE Trans. Very Large Scale Integr. Syst., 2016)

A Heterogeneous SDR MPSoC in 28 nm CMOS for Low-Latency Wireless Applications. - Sebastian Haas; Tobias Seifert; Benedikt Nöthen; Stefan Scholze; Sebastian Höppner; Andreas Dixius; Esther Pérez Adeva; Thomas R. Augustin; Friedrich Pauls; Sadia Moriam; Mattis Hasler; Erik Fischer; et al. (DAC, 2017)

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)

A fixed point exponential function accelerator for a neuromorphic many-core system. - Johannes Partzsch; Sebastian Höppner; Matthias Eberlein; René Schüffny; Christian Mayr 001; David R. Lester; Steve B. Furber (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)

Exploration of FPGA architectures for tight coupled accelerators in a 22nm FDSOI technology. - Heiner Bauer; Sebastian Höppner; Johannes Partzsch; Dennis Walter; Christian Mayr 001; Florian Schraut; Holger Eisenreich (NORCAS, 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)

A geographically distributed bio-hybrid neural network with memristive plasticity. - Alexantrou Serb; Andrea Corna; Richard George 001; Ali Khiat; Federico Rocchi; Marco Reato; Marta Maschietto; Christian Mayr 001; Giacomo Indiveri; Stefano Vassanelli; Themistoklis Prodromakis (CoRR, 2017)

Application-specific architectures for energy-efficient database query processing and optimization. - Sebastian Haas; Stefan Scholze; Sebastian Höppner; Annett Ungethüm; Christian Mayr 001; René Schüffny; Wolfgang Lehner; Gerhard P. Fettweis (Microprocess. Microsystems, 2017)

A physical synthesis flow for early technology evaluation of silicon nanowire based reconfigurable FETs. - Shubham Rai; Ansh Rupani; Dennis Walter; Michael Raitza; Andre Heinzig; Tim Baldauf; Jens Trommer; Christian Mayr 001; Walter M. Weber; Akash Kumar 001 (DATE, 2018)

A Fast Lock-In Ultra Low-Voltage ADPLL Clock Generator with Adaptive Body Biasing in 22nm FDSOI Technology. - Florian Schraut; Holger Eisenreich; Sebastian Höppner; Christian Mayr 001 (ISCAS, 2019)

A Multi-Bit PFD Architecture for ADPLLs with Built-In Jitter Self-Calibration. - Franz Marcus Schüffny; Sebastian Höppner; Alexander Oefelein; Christian Mayr 001 (ISCAS, 2019)

Performance Analysis of a Comparator Based Mixed-Signal Control Loop in 28 nm CMOS. - Florian Protze; Martin Kreißig; Frank Ellinger; Sebastian Höppner; Stephan Hartmann 002; Stefan Hänzsche; Stefan Scholze; Georg Ellguth; Christian Mayr 001 (VLSI-SoC, 2019)

SpiNNaker 2: A 10 Million Core Processor System for Brain Simulation and Machine Learning. - Christian Mayr 001; Sebastian Höppner; Steve B. Furber (CoRR, 2019)

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)

A 10.5µW programmable SAR ADC Frontend with SC Preamplifier for Low-Power IoT Sensor Nodes. - Marcel Jotschke; Wilmar Carvajal Ossa; Torsten Reich; Christian Mayr 001 (WF-IoT, 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)

Method for the Computer-Aided Schematic Design and Simulation of Hydrogel-Based Microfluidic Systems. - Andreas Voigt; Jörg Schreiter; Philipp Frank; Cesare Pini; Christian Mayr 001; Andreas Richter 002 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Mean Field Approach for Configuring Population Dynamics on a Biohybrid Neuromorphic System. - Johannes Partzsch; Christian Mayr 001; Massimiliano Giulioni; Marko Noack; Stefan Hänzsche; Stefan Scholze; Sebastian Höppner; Paolo Del Giudice; René Schüffny (J. Signal Process. Syst., 2020)

Ultra-low Power and Area-efficient Hardware Accelerator for Adaptive Neural Signal Compression. - Qier Ma; Liyuan Guo; Seyed Mohammad Ali Zeinolabedin; Christian Mayr 001 (BioCAS, 2021)

Analyzing ARM CoreSight ETMv4.x Data Trace Stream with a Real-time Hardware Accelerator. - Seyed Mohammad Ali Zeinolabedin; Johannes Partzsch; Christian Mayr 001 (DATE, 2021)

Squeeze-and-Threshold Based Quantization for Low-Precision Neural Networks. - Binyi Wu; Bernd Waschneck; Christian Mayr 001 (EANN, 2021)

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)

Opportunities For A Hardware-Based OPC UA Server Implementation In Industry 4.0. - Zohra Charania; Chris Paul Iatrou; Valentin Khaydarov; Richard Jacob; Robert Wittig; Heiner Bauer; Sebastian Höppner; René Bachmann; Philipp Bauer; Hendrik Deckert; Christian Mayr 001; Gerhard P. Fettweis; et al. (IECON, 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)

Low Power CMOS Thyristor-Based Relaxation Oscillator with Efficient Current Compensation. - Marcel Jotschke; Gokulkumar Palanisamy; Wilmar Carvajal Ossa; Harsha Prabakaran; Jeongwook Koh; Matthias Kuhl; Wolfgang H. Krautschneider; Torsten Reich; Christian Mayr 001 (NorCAS, 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)

Real-time Hardware Implementation of ARM CoreSight Trace Decoder. - Seyed Mohammad Ali Zeinolabedin; Johannes Partzsch; Christian Mayr 001 (IEEE Des. Test, 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)

Flexible Multi-Channel Analog-Frontend for Ultra-Low Power Environmental Sensing. - Marcel Jotschke; Peter Reichel; Wilmar Carvajal Ossa; Jeongwook Koh; Torsten Reich; Christian Mayr 001 (IEEE Open J. Circuits Syst., 2021)

Hardware Acceleration of EEG-Based Emotion Classification Systems: A Comprehensive Survey. - Hector A. Gonzalez; Richard George 001; Shahzad Muzaffar; Javier Acevedo; Sebastian Höppner; Christian Mayr 001; Jerald Yoo; Frank H. P. Fitzek; Ibrahim M. Elfadel (IEEE Trans. Biomed. Circuits Syst., 2021)

Hardware Implementation of an OPC UA Server for Industrial Field Devices. - Heiner Bauer; Sebastian Höppner; Chris Paul Iatrou; Zohra Charania; Stephan Hartmann 002; Saif-Ur Rehman; Andreas Dixius; Georg Ellguth; Dennis Walter; Johannes Uhlig; Felix Neumärker; Marc Berthel; et al. (IEEE Trans. Very Large Scale Integr. Syst., 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)

ZEN: A flexible energy-efficient hardware classifier exploiting temporal sparsity in ECG data. - Matthias Jobst; Johannes Partzsch; Chen Liu 031; Liyuan Guo; Dennis Walter; Saif-Ur Rehman; Stefan Scholze; Sebastian Höppner; Christian Mayr 001 (AICAS, 2022)

Various Distance Metrics Evaluation on Neural Spike Classification. - Shengpeng Guo; Liyuan Guo; Seyed Mohammad Ali Zeinolabedin; Christian Mayr 001 (BioCAS, 2022)

Industry-track: Towards Agile Design of Neural Processing Unit. - Binyi Wu; Wolfgang Furtner; Bernd Waschneck; Christian Mayr 001 (CODES+ISSS, 2022)

The Scale4Edge RISC-V Ecosystem. - Wolfgang Ecker; Peer Adelt; Wolfgang Müller 003; Reinhold Heckmann; Milos Krstic; Vladimir Herdt; Rolf Drechsler; Gerhard Angst; Ralf Wimmer 001; Andreas Mauderer; Rafael Stahl; Karsten Emrich; et al. (DATE, 2022)

Neural Architecture Search for Low-Precision Neural Networks. - Binyi Wu; Bernd Waschneck; Christian Mayr 001 (ICANN (4), 2022)

Radar-Based Gesture Recognition with Spiking Neural Networks. - Pascal Gerhards; Felix Kreutz; Klaus Knobloch; Christian Georg Mayr (ICFSP, 2022)

Prototyping of Low-Cost Configurable Sparse Neural Processing Unit with Buffer and Mixed-Precision Reshapeable MAC Array. - Binyi Wu; Wolfgang Furtner; Bernd Waschneck; Christian Mayr 001 (ICPADS, 2022)

Hardware-Efficient Ultrasonic Entrance Counting: Comparing Different Machine Learning Approaches. - Tim Langer; Bernd Waschneck; Johannes Partzsch; Florian Kelber; Christian Mayr 001 (ICPR, 2022)

Improvement of Rejection for AI Safety through Loss-Based Monitoring. - Daniel Scholz 002; Florian Hauer; Klaus Knobloch; Christian Mayr 001 (AISafety@IJCAI, 2022)

A Random Linear Network Coding Platform MPSoC Designed in 22nm FDSOI. - Mattis Hasler; Sebastian Haas; Robert Wittig; Stefan Scholze; Andreas Dixius; Sebastian Höppner; Gerhard P. Fettweis; Christian Mayr 001 (ISVLSI, 2022)

A Single Battery Supply Power Concept for a Neuro Recording and Flexible Processing Chain in 22 nm. - Franz Marcus Schüffny; Stefan Hänzsche; Marc Berthel; Seyed Mohammad Ali Zeinolabedin; Stefan Scholze; Sebastian Höppner; Richard Miru George; Christian Mayr 001 (NorCAS, 2022)

How to design an input stage for neural recording system in 22 nm FDSOI. - Franz Marcus Schüffny; Sebastian Höppner; Seyed Mohammad Ali Zeinolabedin; Richard Miru George; Christian Mayr 001 (PRIME, 2022)

EGRU: Event-based GRU for activity-sparse inference and learning. - Anand Subramoney; Khaleelulla Khan Nazeer; Mark Schöne; Christian Mayr 001; David Kappel (CoRR, 2022)

Convolutional Neural Networks Quantization with Attention. - Binyi Wu; Bernd Waschneck; Christian Georg Mayr (CoRR, 2022)

Convolutional Neural Networks Quantization with Double-Stage Squeeze-and-Threshold. - Binyi Wu; Bernd Waschneck; Christian Georg Mayr (Int. J. Neural Syst., 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)

A 16-Channel Fully Configurable Neural SoC With 1.52 $ mu$W/Ch Signal Acquisition, 2.79 $ mu$W/Ch Real-Time Spike Classifier, and 1.79 TOPS/W Deep Neural Network Accelerator in 22 nm FDSOI. - Seyed Mohammad Ali Zeinolabedin; Franz Marcus Schüffny; Richard George 001; Florian Kelber; Heiner Bauer; Stefan Scholze; Stefan Hänzsche; Marco Stolba; Andreas Dixius; Georg Ellguth; Dennis Walter; Sebastian Höppner; et al. (IEEE Trans. Biomed. Circuits Syst., 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)

An Ultra-Low Area Digital-Assisted Neuro Recording System in 22nm FDSOI Technology. - Franz Marcus Schüffny; Sebastian Höppner; Stefan Hänzsche; Richard Miru George; Seyed Mohammad Ali Zeinolabedin; Christian Mayr 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

A Low-Power Hardware Accelerator of MFCC Extraction for Keyword Spotting in 22nm FDSOI. - Liyuan Guo; Matthias Jobst; Johannes Partzsch; Stefan Scholze; Andreas Dixius; Matthias Lohrmann; Seyed Mohammad Ali Zeinolabedin; Christian Mayr 001 (AICAS, 2023)

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)

Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM. - Chen Liu 031; Matthias Jobst; Liyuan Guo; Xinyue Shi; Johannes Partzsch; Christian Mayr 001 (CODAI, 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)

Hybrid Spiking and Artificial Neural Networks for Radar-Based Gesture Recognition. - Pascal Gerhards; Martin Weih; Jiaxin Huang 007; Klaus Knobloch; Christian Georg Mayr (ICFSP, 2023)

Efficient recurrent architectures through activity sparsity and sparse back-propagation through time. - Anand Subramoney; Khaleelulla Khan Nazeer; Mark Schöne; Christian Mayr 001; David Kappel (ICLR, 2023)

A RISC-V MCU with adaptive reverse body bias and ultra-low-power retention mode in 22 nm FD-SOI. - Heiner Bauer; Marco Stolba; Stefan Scholze; Dennis Walter; Christian Mayr 001; Alexander Oefelein; Sebastian Höppner; André Scharfe; Florian Schraut; Holger Eisenreich (ISOCC, 2023)

A 16-channel Real-time Adaptive Neural Signal Compression Engine in 22nm FDSOI. - Liyuan Guo; Seyed Mohammad Ali Zeinolabedin; Franz Marcus Schüffny; Annika Weiße; Stefan Scholze; Richard George 001; Johannes Partzsch; Christian Mayr 001 (NEWCAS, 2023)

A 3.3V Saturation-Aware Neurostimulator with Reset Functionality in 22 nm FDSOI. - Franz Marcus Schüffny; Stefan Hänzsche; Stephan Henker; Seyed Mohammad Ali Zeinolabedin; Stefan Scholze; Sebastian Höppner; Richard Miru George; Christian Mayr 001 (NEWCAS, 2023)

X-MAPE: Extending 6G-Connected Self-Adaptive Systems with Reflexive Actions. - Marco Liess; Julian Demicoli; Tobias Tiedje; Matthias Lohrmann; Matthias Nickel; M. Luniak; Dimitrios A. Prousalis; Thomas Wild; Ronald Tetzlaff; Diana Göhringer; Christian Mayr 001; Karlheinz Bock; et al. (NFV-SDN, 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)

Block-local learning with probabilistic latent representations. - David Kappel; Khaleelulla Khan Nazeer; Cabrel Teguemne Fokam; Christian Mayr 001; Anand Subramoney (CoRR, 2023)

Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference. - Rishav Mukherji; Mark Schöne; Khaleelulla Khan Nazeer; Christian Mayr 001; Anand Subramoney (CoRR, 2023)

Language Modeling on a SpiNNaker 2 Neuromorphic Chip. - Khaleelulla Khan Nazeer; Mark Schöne; Rishav Mukherji; Christian Mayr 001; David Kappel; Anand Subramoney (CoRR, 2023)

Auditory Anomaly Detection using Recurrent Spiking Neural Networks. - Shreya Kshirasagar; Benjamin Cramer; Andre Guntoro; Christian Mayr 001 (AICAS, 2024)

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)

Capturing Uncertainty over Time for Spiking Neural Networks by Exploiting Conformal Prediction Sets. - Daniel Scholz 002; Oliver Emonds; Felix Kreutz; Pascal Gerhards; Jiaxin Huang 007; Klaus Knobloch; Alois Knoll; Christian Mayr 001 (ICMLA, 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)

Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models. - Rishav Mukherji; Mark Schöne; Khaleelulla Khan Nazeer; Christian Mayr 001; David Kappel; Anand Subramoney (ICONS, 2024)

Scalable Event-by-Event Processing of Neuromorphic Sensory Signals with Deep State-Space Models. - Mark Schöne; Neeraj Mohan Sushma; Jingyue Zhuge; Christian Mayr 001; Anand Subramoney; David Kappel (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)

Designing a Power and Speed Adaptive 60 GHz Receiver in 22 nm FD-SOI CMOS for Tactile Internet Applications. - Helmuth Morath; Xin An; Matthias Jobst; Mengqi Cui; Jens Wagner; Christian Mayr 001; Frank Ellinger (IEEE Access, 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)

ON-OFF Neuromorphic ISING Machines using Fowler-Nordheim Annealers. - Zihao Chen; Zhili Xiao; Mahmoud Akl; Johannes Leugering; Omowuyi Olajide; Adil Malik; Nik Dennler; Chad Harper; Subhankar Bose; Hector A. Gonzalez; Jason Eshraghian; Riccardo Pignari; et al. (CoRR, 2024)

STREAM: A Universal State-Space Model for Sparse Geometric Data. - Mark Schöne; Yash Bhisikar; Karan Bania; Khaleelulla Khan Nazeer; Christian Mayr 001; Anand Subramoney; David Kappel (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)

Automating application-driven customization of ASIPs: A survey. - Eslam Hussein; Bernd Waschneck; Christian Mayr 001 (J. Syst. Archit., 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)

Node Replacement based Approximate Quantum Simulation with Decision Diagrams. - Yexin Yan; Stefan Hillmich; Robert Wille; Christian Mayr 001 (CoRR, 2025)

An End-to-End DNN Inference Framework for the SpiNNaker2 Neuromorphic MPSoC. - Matthias Jobst; Tim Langer; Chen Liu 031; Mehmet Alici; Hector A. Gonzalez; Christian Mayr 001 (CoRR, 2025)

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