Title
A Neuromorphic Approach to Obstacle Avoidance in Robot Manipulation Ahmed Faisal Abdelrahman Matias Valdenegro-Toro Maren Bennewitz Paul G. Plöger 44 0 0 08 Apr 2024
Backpropagation through space, time, and the brain B. Ellenberger Paul Haider Jakob Jordan Kevin Max Ismael Jaras Laura Kriener Federico Benitez Mihai A. Petrovici 133 8 0 25 Mar 2024
Emulating insect brains for neuromorphic navigation Korbinian Schreiber Timo C. Wunderlich Philipp Spilger Sebastian Billaudelle Benjamin Cramer ... Christian Pehle Eric Müller Mihai A. Petrovici Johannes Schemmel Karlheinz Meier 37 0 0 31 Dec 2023
Representation Learning in a Decomposed Encoder Design for Bio-inspired Hebbian Learning Achref Jaziri Sina Ditzel Iuliia Pliushch Visvanathan Ramesh SSL 49 1 0 22 Nov 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 35 6 0 19 Nov 2023
Phenomenological modeling of diverse and heterogeneous synaptic dynamics at natural density Agnes Korcsak-Gorzo C. Linssen Jasper Albers Stefan Dasbach Renato Duarte ... Johanna Senk J. Stapmanns Tom Tetzlaff M. Diesmann Sacha Jennifer van Albada 10 1 0 10 Dec 2022
Gradient-based Neuromorphic Learning on Dynamical RRAM Arrays Peng Zhou Jason K. Eshraghian Dong-Uk Choi Wei D. Lu S. Kang 19 16 0 26 Jun 2022
Relational representation learning with spike trains Dominik Dold 20 4 0 18 May 2022
A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware Eric Müller E. Arnold O. Breitwieser Milena Czierlinski Arne Emmel ... V. Karasenko Mitja Kleider Aron Leibfried Christian Pehle Johannes Schemmel 35 20 0 21 Mar 2022
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 Johannes Schemmel 32 129 0 26 Jan 2022
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons Paul Haider B. Ellenberger Laura Kriener Jakob Jordan Walter Senn Mihai A. Petrovici 27 24 0 27 Oct 2021
Learning through structure: towards deep neuromorphic knowledge graph embeddings Victor Caceres Chian Marcel Hildebrandt Thomas Runkler Dominik Dold GNN 21 7 0 21 Sep 2021
Noise-Robust Deep Spiking Neural Networks with Temporal Information Seongsik Park Dongjin Lee Sungroh Yoon 25 14 0 22 Apr 2021
Local plasticity rules can learn deep representations using self-supervised contrastive predictions Bernd Illing Jean-Paul Ventura G. Bellec W. Gerstner SSL DRL 59 70 0 16 Oct 2020
Event-Based Backpropagation can compute Exact Gradients for Spiking Neural Networks Timo C. Wunderlich Christian Pehle 38 117 0 17 Sep 2020
Neuromorphic Computing for Content-based Image Retrieval Te-Yuan Liu A. Mahjoubfar Daniel Prusinski Luis Stevens VLM 24 11 0 04 Aug 2020
Spiking neuromorphic chip learns entangled quantum states Stefanie Czischek A. Baumbach Sebastian Billaudelle Benjamin Cramer Lukas Kades ... M. Oberthaler Johannes Schemmel Mihai A. Petrovici T. Gasenzer M. Gärttner 44 12 0 03 Aug 2020
hxtorch: PyTorch for BrainScaleS-2 -- Perceptrons on Analog Neuromorphic Hardware Philipp Spilger Eric Müller Arne Emmel Aron Leibfried Christian Mauch ... Sebastian Billaudelle Sebastian Schmitt Timo C. Wunderlich Yannik Stradmann Johannes Schemmel 29 12 0 23 Jun 2020
Extending BrainScaleS OS for BrainScaleS-2 Eric Müller Christian Mauch Philipp Spilger O. Breitwieser Johann Klähn David Stöckel Timo C. Wunderlich Johannes Schemmel 36 24 0 30 Mar 2020
Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System Andreas Grübl Sebastian Billaudelle Benjamin Cramer V. Karasenko Johannes Schemmel 24 33 0 25 Mar 2020
Minimal spiking neuron for solving multi-label classification tasks Jakub Fil Dominique F. Chu LRM 39 9 0 05 Mar 2020
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate Sebastian Billaudelle Yannik Stradmann Korbinian Schreiber Benjamin Cramer A. Baumbach ... V. Karasenko Walter Senn Mihai A. Petrovici Johannes Schemmel K. Meier 28 45 0 30 Dec 2019
Structural plasticity on an accelerated analog neuromorphic hardware system Sebastian Billaudelle Benjamin Cramer Mihai A. Petrovici Korbinian Schreiber David Kappel Johannes Schemmel K. Meier 29 21 0 27 Dec 2019
Fast and energy-efficient neuromorphic deep learning with first-spike times Julian Goltz Laura Kriener A. Baumbach Sebastian Billaudelle O. Breitwieser ... Á. F. Kungl Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 40 126 0 24 Dec 2019
Accelerated physical emulation of Bayesian inference in spiking neural networks Á. F. Kungl Sebastian Schmitt Johann Klähn Paul Müller A. Baumbach ... V. Karasenko Andreas Grübl Johannes Schemmel K. Meier Mihai A. Petrovici 23 35 0 06 Jul 2018