The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity

26 January 2022

Christian Pehle

Sebastian Billaudelle

Papers citing "The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity"

46 / 46 papers shown

Title
Energy efficiency analysis of Spiking Neural Networks for space applications Paolo Lunghi Stefano Silvestrini Dominik Dold Gabriele Meoni Alexander Hadjiivanov Dario Izzo 22 0 0 16 May 2025
HiAER-Spike: Hardware-Software Co-Design for Large-Scale Reconfigurable Event-Driven Neuromorphic Computing Gwenevere Frank Gopabandhu Hota Keli Wang Abhinav Uppal Omowuyi Olajide ... Leif Gibb Qingbo Wang Johannes Leugering S. Deiss Gert Cauwenberghs 23 0 0 20 Mar 2025
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion Chen Li Bipin Rajendran 72 0 0 26 Nov 2024
Genetic Motifs as a Blueprint for Mismatch-Tolerant Neuromorphic Computing T. Boccato D. Zendrikov N. Toschi Giacomo Indiveri 39 0 0 25 Oct 2024
TEXEL: A neuromorphic processor with on-chip learning for beyond-CMOS device integration Hugh Greatorex Ole Richter Michele Mastella Madison Cotteret Philipp Klein ... Junren Chen Martin Ziegler Laura Bégon-Lours Giacomo Indiveri Elisabetta Chicca 36 2 0 21 Oct 2024
Network Representation Learning for Biophysical Neural Network Analysis Youngmok Ha Yongjoo Kim Hyun Jae Jang Seungyeon Lee Eunji Pak 30 0 0 15 Oct 2024
A Realistic Simulation Framework for Analog/Digital Neuromorphic Architectures Fernando M. Quintana Maryada Pedro L. Galindo Elisa Donati Giacomo Indiveri Fernando Perez-Peña 31 0 0 23 Sep 2024
Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification Erwan Plouet Dédalo Sanz-Hernández A. Vecchiola Julie Grollier F. Mizrahi 57 0 0 05 Aug 2024
The Role of Temporal Hierarchy in Spiking Neural Networks Filippo Moro Pau Vilimelis Aceituno Laura Kriener Melika Payvand AI4CE 45 3 0 26 Jul 2024
Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-core Heterogeneous Neuromorphic Platform SpiNNaker2 Jiaxin Huang Bernhard Vogginger Florian Kelber Hector A. Gonzalez Klaus Knobloch Christian Mayr 25 0 0 24 Jun 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 49 11 0 06 May 2024
Spyx: A Library for Just-In-Time Compiled Optimization of Spiking Neural Networks Kade Heckel Thomas Nowotny 43 3 0 29 Feb 2024
jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware Eric Müller Moritz Althaus E. Arnold Philipp Spilger Christian Pehle Johannes Schemmel 38 5 0 30 Jan 2024
SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning Hector A. Gonzalez Jiaxin Huang Florian Kelber Khaleelulla Khan Nazeer Tim Langer ... Bernhard Vogginger Timo C. Wunderlich Yexin Yan Mahmoud Akl Christian Mayr 24 16 0 09 Jan 2024
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge Alessio Carpegna Alessandro Savino S. Di Carlo 20 12 0 02 Jan 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 27 0 0 31 Dec 2023
Darwin3: A large-scale neuromorphic chip with a Novel ISA and On-Chip Learning De Ma Xiaofei Jin Shichun Sun Yitao Li Xundong Wu ... Fangchao Yang Huajin Tang Xiaolei Zhu Peng Lin Gang Pan AI4CE 85 24 0 29 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 39 0 0 08 Dec 2023
Systematic AI Approach for AGI: Addressing Alignment, Energy, and AGI Grand Challenges Eren Kurshan 29 1 0 23 Oct 2023
DYNAP-SE2: a scalable multi-core dynamic neuromorphic asynchronous spiking neural network processor Ole Richter Chenxi Wu A. Whatley German Köstinger Carsten Nielsen Ning Qiao Giacomo Indiveri 19 37 0 01 Oct 2023
Intelligent machines work in unstructured environments by differential neuromorphic computing Shengbo Wang Shuo Gao Chenyu Tang Edoardo Occhipinti Cong Li ... Hubin Zhao Guohua Hu A. Nathan R. Dahiya L. Occhipinti 29 22 0 16 Sep 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 19 8 0 06 Sep 2023
Gradient-based methods for spiking physical systems Julian Goltz Sebastian Billaudelle Laura Kriener Luca Blessing Christian Pehle Eric Müller Johannes Schemmel Mihai A. Petrovici AI4CE 20 2 0 29 Aug 2023
Spiking Two-Stream Methods with Unsupervised STDP-based Learning for Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 35 3 0 23 Jun 2023
Synaptic motor adaptation: A three-factor learning rule for adaptive robotic control in spiking neural networks Samuel Schmidgall Joe Hays 32 3 0 02 Jun 2023
Simulation-based Inference for Model Parameterization on Analog Neuromorphic Hardware Jakob Kaiser Raphael Stock Eric Müller Johannes Schemmel Sebastian Schmitt 18 3 0 28 Mar 2023
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control Nathan Leroux Jan Finkbeiner Emre Neftci 36 9 0 21 Mar 2023
Event-based Backpropagation for Analog Neuromorphic Hardware Christian Pehle Luca Blessing E. Arnold Eric Müller Johannes Schemmel 34 7 0 13 Feb 2023
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2 Philipp Spilger E. Arnold Luca Blessing Christian Mauch Christian Pehle Eric Müller Johannes Schemmel 19 10 0 23 Dec 2022
AEStream: Accelerated event-based processing with coroutines Jens Egholm Pedersen Jorg Conradt AI4TS 16 2 0 21 Dec 2022
Neuromorphic Computing and Sensing in Space Dario Izzo Alexander Hadjiivanov Domink Dold Gabriele Meoni E. Blazquez 26 11 0 10 Dec 2022
Spiking Neural Network Decision Feedback Equalization Eike-Manuel Bansbach Alexander von Bank Laurent Schmalen 31 8 0 09 Nov 2022
Spike-based local synaptic plasticity: A survey of computational models and neuromorphic circuits Lyes Khacef Philipp Klein M. Cartiglia Arianna Rubino Giacomo Indiveri Elisabetta Chicca 25 35 0 30 Sep 2022
An accurate and flexible analog emulation of AdEx neuron dynamics in silicon Sebastian Billaudelle Johannes Weis Philipp Dauer Johannes Schemmel 24 10 0 19 Sep 2022
Bioinspired Smooth Neuromorphic Control for Robotic Arms Ioannis E. Polykretis Lazar Supic Andreea Danielescu 26 8 0 06 Sep 2022
Encoding Integers and Rationals on Neuromorphic Computers using Virtual Neuron Prasanna Date Shruti R. Kulkarni Aaron R. Young Catherine D. Schuman T. Potok Jeffrey S. Vetter 31 5 0 15 Aug 2022
Learning to learn online with neuromodulated synaptic plasticity in spiking neural networks Samuel Schmidgall Joe Hays 42 3 0 25 Jun 2022
Construction of a spike-based memory using neural-like logic gates based on Spiking Neural Networks on SpiNNaker A. Ayuso-Martinez Daniel Casanueva-Morato Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 25 4 0 08 Jun 2022
Spiking Neural Network Equalization for IM/DD Optical Communication E. Arnold Georg Böcherer Eric Müller Philipp Spilger Johannes Schemmel S. Calabrò M. Kuschnerov 24 6 0 09 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
Demonstrating BrainScaleS-2 Inter-Chip Pulse-Communication using EXTOLL Tobias Thommes Sven Bordukat Andreas Grübl V. Karasenko Eric Müller Johannes Schemmel 25 3 0 24 Feb 2022
Variational learning of quantum ground states on spiking neuromorphic hardware Robert Klassert A. Baumbach Mihai A. Petrovici M. Gärttner 28 7 0 30 Sep 2021
Mapping and Validating a Point Neuron Model on Intel's Neuromorphic Hardware Loihi Srijanie Dey A. Dimitrov 24 9 0 22 Sep 2021
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 34 33 0 02 Jun 2021
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System Yannik Stradmann Sebastian Billaudelle O. Breitwieser F. Ebert Arne Emmel ... Joscha Ilmberger Eric Müller Philipp Spilger Johannes Weis Johannes Schemmel 33 12 0 29 Mar 2021
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 121 481 0 26 Mar 2018