Demonstrating Advantages of Neuromorphic Computation: A Pilot Study. - Timo Wunderlich; Ákos F. Kungl; Eric Müller 001; Andreas Hartel; Yannik Stradmann; Syed Ahmed Aamir; Andreas Grübl; Arthur Heimbrecht; Korbinian Schreiber; David Stöckel; Christian Pehle; Sebastian Billaudelle; et al. (CoRR, 2018)

An Accelerated LIF Neuronal Network Array for a Large-Scale Mixed-Signal Neuromorphic Architecture. - Syed Ahmed Aamir; Yannik Stradmann; Paul Müller 002; Christian Pehle; Andreas Hartel; Andreas Grübl; Johannes Schemmel; Karlheinz Meier (IEEE Trans. Circuits Syst. I Regul. Pap., 2018)

Neuromorphic Hardware learns to learn. - Thomas Bohnstingl; Franz Scherr; Christian Pehle; Karlheinz Meier; Wolfgang Maass 001 (CoRR, 2019)

Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. - Sebastian Billaudelle; Yannik Stradmann; Korbinian Schreiber; Benjamin Cramer; Andreas Baumbach; Dominik Dold; Julian Göltz; Ákos Ferenc Kungl; Timo C. Wunderlich; Andreas Hartel; Eric Müller 001; Oliver Breitwieser; et al. (ISCAS, 2020)

Live Demonstration: Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate. - Sebastian Billaudelle; Yannik Stradmann; Korbinian Schreiber; Benjamin Cramer; Andreas Baumbach; Dominik Dold; Julian Göltz; Ákos Ferenc Kungl; Timo C. Wunderlich; Andreas Hartel; Eric Müller 001; Oliver Breitwieser; et al. (ISCAS, 2020)

Closed-loop experiments on the BrainScaleS-2 architecture. - Korbinian Schreiber; Timo C. Wunderlich; Christian Pehle; Mihai A. Petrovici; Johannes Schemmel; Karlheinz Meier (NICE, 2020)

hxtorch: PyTorch for BrainScaleS-2 - Perceptrons on Analog Neuromorphic Hardware. - Philipp Spilger; Eric Müller 001; Arne Emmel; Aron Leibfried; Christian Mauch; Christian Pehle; Johannes Weis; Oliver Breitwieser; Sebastian Billaudelle; Sebastian Schmitt; Timo C. Wunderlich; Yannik Stradmann; et al. (IoT Streams/ITEM@PKDD/ECML, 2020)

Training spiking multi-layer networks with surrogate gradients on an analog neuromorphic substrate. - Benjamin Cramer; Sebastian Billaudelle; Simeon Kanya; Aron Leibfried; Andreas Grübl; Vitali Karasenko; Christian Pehle; Korbinian Schreiber; Yannik Stradmann; Johannes Weis; Johannes Schemmel; Friedemann Zenke (CoRR, 2020)

EventProp: Backpropagation for Exact Gradients in Spiking Neural Networks. - Timo C. Wunderlich; Christian Pehle (CoRR, 2020)

Adjoint Equations of Spiking Neural Networks. - Christian Pehle (2021)

The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity. - Christian Pehle; Sebastian Billaudelle; Benjamin Cramer; Jakob Kaiser; Korbinian Schreiber; Yannik Stradmann; Johannes Weis; Aron Leibfried; Eric Müller 001; Johannes Schemmel (CoRR, 2022)

A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware. - Eric Müller 001; Elias Arnold; Oliver Breitwieser; Milena Czierlinski; Arne Emmel; Jakob Kaiser; Christian Mauch; Sebastian Schmitt; Philipp Spilger; Raphael Stock; Yannik Stradmann; Johannes Weis; et al. (CoRR, 2022)

Surrogate gradients for analog neuromorphic computing. - Benjamin Cramer; Sebastian Billaudelle; Simeon Kanya; Aron Leibfried; Andreas Grübl; Vitali Karasenko; Christian Pehle; Korbinian Schreiber; Yannik Stradmann; Johannes Weis; Johannes Schemmel; Friedemann Zenke (Proc. Natl. Acad. Sci. USA, 2022)

hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2. - Philipp Spilger; Elias Arnold; Luca Blessing; Christian Mauch; Christian Pehle; Eric Müller 001; Johannes Schemmel (NICE, 2023)

Event-based Backpropagation for Analog Neuromorphic Hardware. - Christian Pehle; Luca Blessing; Elias Arnold; Eric Müller 001; Johannes Schemmel (CoRR, 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)

Gradient-based methods for spiking physical systems. - Julian Göltz; Sebastian Billaudelle; Laura Kriener; Luca Blessing; Christian Pehle; Eric Müller 001; Johannes Schemmel; Mihai A. Petrovici (CoRR, 2023)

jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware. - Eric Müller 001; Moritz Althaus; Elias Arnold; Philipp Spilger; Christian Pehle; Johannes Schemmel (NICE, 2024)

Continual learning with the neural tangent ensemble. - Ari S. Benjamin; Christian-Gernot Pehle; Kyle Daruwalla (NeurIPS, 2024)

Emulating insect brains for neuromorphic navigation. - Korbinian Schreiber; Timo Wunderlich; Philipp Spilger; Sebastian Billaudelle; Benjamin Cramer; Yannik Stradmann; Christian Pehle; Eric Müller 001; Mihai A. Petrovici; Johannes Schemmel; Karlheinz Meier (CoRR, 2024)

Walking the Weight Manifold: a Topological Approach to Conditioning Inspired by Neuromodulation. - Ari S. Benjamin; Kyle Daruwalla; Christian Pehle; Anthony M. Zador (CoRR, 2025)