Title
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
Backpropagation through space, time, and the brain B. Ellenberger Paul Haider Jakob Jordan Kevin Max Ismael Jaras Laura Kriener Federico Benitez Mihai A. Petrovici 131 8 0 25 Mar 2024
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 30 6 0 19 Nov 2023
Smooth Exact Gradient Descent Learning in Spiking Neural Networks Christian Klos Raoul-Martin Memmesheimer 43 6 0 25 Sep 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 40 7 0 24 Jul 2023
Neuromorphic Computing with AER using Time-to-Event-Margin Propagation Madhuvanthi Srivatsav S. Chakrabartty Chetan Singh Thakur 19 1 0 27 Apr 2023
From Clean Room to Machine Room: Commissioning of the First-Generation BrainScaleS Wafer-Scale Neuromorphic System H. Schmidt José Montes Andreas Grübl Maurice Güttler D. Husmann ... Christian Mauch Eric Müller Lars Sterzenbach Johannes Schemmel Sebastian Schmitt 24 2 0 22 Mar 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 30 22 0 23 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 22 15 0 02 Dec 2022
Integration of Neuromorphic AI in Event-Driven Distributed Digitized Systems: Concepts and Research Directions Mattias Nilsson Olov Schelén Anders Lindgren Ulf Bodin Cristina Paniagua J. Delsing Fredrik Sandin 34 14 0 20 Oct 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 37 0 0 18 Oct 2022
Neuro-symbolic computing with spiking neural networks Dominik Dold J. Garrido Victor Caceres Chian Marcel Hildebrandt Thomas Runkler NAI 24 5 0 04 Aug 2022
Making a Spiking Net Work: Robust brain-like unsupervised machine learning Peter G. Stratton Andrew Wabnitz Chip Essam A. Cheung T. Hamilton OOD 29 4 0 02 Aug 2022
Towards biologically plausible Dreaming and Planning in recurrent spiking networks C. Capone P. Paolucci CLL 23 7 0 20 May 2022
Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions A. Basu Charlotte Frenkel Lei Deng Xueyong Zhang 40 64 0 14 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 19 127 0 26 Jan 2022
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 30 16 0 06 Oct 2021
Variational learning of quantum ground states on spiking neuromorphic hardware Robert Klassert A. Baumbach Mihai A. Petrovici M. Gärttner 20 7 0 30 Sep 2021
The Yin-Yang dataset Laura Kriener Julian Goltz Mihai A. Petrovici 3DH 27 19 0 16 Feb 2021
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 31 12 0 03 Aug 2020
Surrogate gradients for analog neuromorphic computing Benjamin Cramer Sebastian Billaudelle Simeon Kanya Aron Leibfried Andreas Grubl ... Korbinian Schreiber Yannik Stradmann Johannes Weis Johannes Schemmel Friedemann Zenke 24 106 0 12 Jun 2020
The Operating System of the Neuromorphic BrainScaleS-1 System Eric Müller Sebastian Schmitt Christian Mauch Sebastian Billaudelle Andreas Grübl ... H. Schmidt Bernhard Vogginger Jonas Weidner Christian Mayr Johannes Schemmel 27 24 0 30 Mar 2020