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2201.11063
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The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity
Frontiers in Neuroscience (Front. Neurosci.), 2022
26 January 2022
Christian Pehle
Sebastian Billaudelle
Benjamin Cramer
Jakob Kaiser
Korbinian Schreiber
Yannik Stradmann
Johannes Weis
Aron Leibfried
Eric Müller
Johannes Schemmel
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Papers citing
"The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity"
50 / 53 papers shown
A flexible framework for structural plasticity in GPU-accelerated sparse spiking neural networks
James C. Knight
Johanna Senk
Thomas Nowotny
124
1
0
22 Oct 2025
A Complete Pipeline for deploying SNNs with Synaptic Delays on Loihi 2
Balázs Mészáros
James C. Knight
Jonathan Timcheck
Thomas Nowotny
88
2
0
15 Oct 2025
A Computational Perspective on NeuroAI and Synthetic Biological Intelligence
Dhruvik Patel
Md Sayed Tanveer
Jesus Gonzalez-Ferrer
Alon Loeffler
Brett J. Kagan
Mohammed A. Mostajo-Radji
Ge Wang
AI4CE
NAI
146
0
0
28 Sep 2025
DarwinWafer: A Wafer-Scale Neuromorphic Chip
Xiaolei Zhu
Xiaofei Jin
Ziyang Kang
Chonghui Sun
Junjie Feng
...
Huajin Tang
Shi Gu
Xin Du
De Ma
Gang Pan
AI4CE
81
0
0
30 Aug 2025
Encoding Optimization for Low-Complexity Spiking Neural Network Equalizers in IM/DD Systems
Eike-Manuel Edelmann
Alexander von Bank
Laurent Schmalen
85
0
0
19 Aug 2025
Neuromorphic Computing for Embodied Intelligence in Autonomous Systems: Current Trends, Challenges, and Future Directions
IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS), 2025
Alberto Marchisio
Muhammad Shafique
140
1
0
24 Jul 2025
Energy efficiency analysis of Spiking Neural Networks for space applications
Paolo Lunghi
Stefano Silvestrini
Dominik Dold
Gabriele Meoni
Alexander Hadjiivanov
Dario Izzo
272
1
0
16 May 2025
HiAER-Spike: Hardware-Software Co-Design for Large-Scale Reconfigurable Event-Driven Neuromorphic Computing
International Conference on Rebooting Computing (ICRC), 2024
Gwenevere Frank
Gopabandhu Hota
Keli Wang
Abhinav Uppal
Omowuyi Olajide
...
Leif Gibb
Qingbo Wang
Johannes Leugering
S. Deiss
Gert Cauwenberghs
201
1
0
20 Mar 2025
Short-reach Optical Communications: A Real-world Task for Neuromorphic Hardware
Neuro Inspired Computational Elements Workshop (NICE), 2024
E. Arnold
Eike-Manuel Edelmann
Alexander von Bank
Eric Müller
Laurent Schmalen
Johannes Schemmel
169
2
0
04 Dec 2024
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion
Chen Li
Bipin Rajendran
224
1
0
26 Nov 2024
Genetic Motifs as a Blueprint for Mismatch-Tolerant Neuromorphic Computing
International Symposium on Circuits and Systems (ISCAS), 2024
T. Boccato
D. Zendrikov
N. Toschi
Giacomo Indiveri
226
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
179
0
0
21 Oct 2024
Network Representation Learning for Biophysical Neural Network Analysis
Youngmok Ha
Yongjoo Kim
Hyun Jae Jang
Seungyeon Lee
Eunji Pak
163
0
0
15 Oct 2024
A Realistic Simulation Framework for Analog/Digital Neuromorphic Architectures
Neuromorphic Computing and Engineering (NCE), 2024
Fernando M. Quintana
Maryada
Pedro L. Galindo
Elisa Donati
Giacomo Indiveri
Fernando Perez-Peña
358
2
0
23 Sep 2024
Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification
Physical Review Applied (Phys. Rev. Appl.), 2024
Erwan Plouet
Dédalo Sanz-Hernández
A. Vecchiola
Julie Grollier
F. Mizrahi
321
2
0
05 Aug 2024
The Role of Temporal Hierarchy in Spiking Neural Networks
Filippo Moro
Pau Vilimelis Aceituno
Laura Kriener
Melika Payvand
AI4CE
316
11
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
170
0
0
24 Jun 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods
Frontiers in Neuroscience (Front. Neurosci.), 2024
Chenlin Zhou
Han Zhang
Liutao Yu
Yumin Ye
Zhaokun Zhou
Liwei Huang
Zhengyu Ma
Xiaopeng Fan
Huihui Zhou
Yonghong Tian
373
44
0
06 May 2024
Spyx: A Library for Just-In-Time Compiled Optimization of Spiking Neural Networks
Kade Heckel
Thomas Nowotny
253
6
0
29 Feb 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality
Jiaqi Lin
Sen Lu
Malyaban Bal
Abhronil Sengupta
339
2
0
01 Feb 2024
jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware
Eric Müller
Moritz Althaus
E. Arnold
Philipp Spilger
Christian Pehle
Johannes Schemmel
214
9
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
275
49
0
09 Jan 2024
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge
IEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2024
Alessio Carpegna
Alessandro Savino
S. Di Carlo
240
27
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
175
0
0
31 Dec 2023
Darwin3: A large-scale neuromorphic chip with a Novel ISA and On-Chip Learning
National Science Review (NSR), 2023
De Ma
Xiaofei Jin
Shichun Sun
Yitao Li
Xundong Wu
...
Fangchao Yang
Huajin Tang
Xiaolei Zhu
Peng Lin
Gang Pan
AI4CE
234
59
0
29 Dec 2023
Noise Adaptor in Spiking Neural Networks
Chen Li
Bipin Rajendran
157
0
0
08 Dec 2023
From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand Challenges
International Journal of Semantic Computing (IJSC), 2023
Eren Kurshan
417
0
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
298
80
0
01 Oct 2023
Intelligent machines work in unstructured environments by differential neuromorphic computing
Nature Communications (Nat. Commun.), 2023
Shengbo Wang
Shuo Gao
Chenyu Tang
Edoardo Occhipinti
Cong Li
...
Hubin Zhao
Guohua Hu
A. Nathan
R. Dahiya
L. Occhipinti
228
47
0
16 Sep 2023
Are SNNs Truly Energy-efficient?
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A Hardware Perspective
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Abhiroop Bhattacharjee
Ruokai Yin
Abhishek Moitra
Priyadarshini Panda
196
12
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
117
3
0
29 Aug 2023
Spiking Two-Stream Methods with Unsupervised STDP-based Learning for Action Recognition
Signal processing. Image communication (SPIC), 2023
Mireille el Assal
Pierre Tirilly
Ioan Marius Bilasco
179
4
0
23 Jun 2023
Synaptic motor adaptation: A three-factor learning rule for adaptive robotic control in spiking neural networks
International Conference on Systems (ICONS), 2023
Samuel Schmidgall
Joe Hays
246
6
0
02 Jun 2023
Simulation-based Inference for Model Parameterization on Analog Neuromorphic Hardware
Jakob Kaiser
Raphael Stock
Eric Müller
Johannes Schemmel
Sebastian Schmitt
152
3
0
28 Mar 2023
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control
Biomedical Circuits and Systems Conference (BioCAS), 2023
Nathan Leroux
Jan Finkbeiner
Emre Neftci
127
12
0
21 Mar 2023
Event-based Backpropagation for Analog Neuromorphic Hardware
Christian Pehle
Luca Blessing
E. Arnold
Eric Müller
Johannes Schemmel
186
10
0
13 Feb 2023
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2
Neuro Inspired Computational Elements Workshop (NICE), 2022
Philipp Spilger
E. Arnold
Luca Blessing
Christian Mauch
Christian Pehle
Eric Müller
Johannes Schemmel
116
12
0
23 Dec 2022
AEStream: Accelerated event-based processing with coroutines
Neuro Inspired Computational Elements Workshop (NICE), 2022
Jens Egholm Pedersen
Jorg Conradt
AI4TS
147
4
0
21 Dec 2022
Neuromorphic Computing and Sensing in Space
Dario Izzo
Alexander Hadjiivanov
Domink Dold
Gabriele Meoni
E. Blazquez
280
18
0
10 Dec 2022
Spiking Neural Network Decision Feedback Equalization
Eike-Manuel Bansbach
Alexander von Bank
Laurent Schmalen
251
11
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
225
49
0
30 Sep 2022
An accurate and flexible analog emulation of AdEx neuron dynamics in silicon
International Conference on Electronics, Circuits, and Systems (ICECS), 2022
Sebastian Billaudelle
Johannes Weis
Philipp Dauer
Johannes Schemmel
133
14
0
19 Sep 2022
Bioinspired Smooth Neuromorphic Control for Robotic Arms
Ioannis E. Polykretis
Lazar Supic
Andreea Danielescu
220
8
0
06 Sep 2022
Encoding Integers and Rationals on Neuromorphic Computers using Virtual Neuron
Scientific Reports (Sci Rep), 2022
Prasanna Date
Shruti R. Kulkarni
Aaron R. Young
Catherine D. Schuman
T. Potok
Jeffrey S. Vetter
156
6
0
15 Aug 2022
Learning to learn online with neuromodulated synaptic plasticity in spiking neural networks
bioRxiv (bioRxiv), 2022
Samuel Schmidgall
Joe Hays
320
3
0
25 Jun 2022
Construction of a spike-based memory using neural-like logic gates based on Spiking Neural Networks on SpiNNaker
IEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2022
A. Ayuso-Martinez
Daniel Casanueva-Morato
Juan P. Dominguez-Morales
Angel Jimenez-Fernandez
Gabriel Jimenez-Moreno
105
5
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
170
8
0
09 May 2022
A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware
Frontiers in Neuroscience (Front. Neurosci.), 2022
Eric Müller
E. Arnold
O. Breitwieser
Milena Czierlinski
Arne Emmel
...
V. Karasenko
Mitja Kleider
Aron Leibfried
Christian Pehle
Johannes Schemmel
186
26
0
21 Mar 2022
Demonstrating BrainScaleS-2 Inter-Chip Pulse-Communication using EXTOLL
Neuro Inspired Computational Elements Workshop (NICE), 2022
Tobias Thommes
Sven Bordukat
Andreas Grübl
V. Karasenko
Eric Müller
Johannes Schemmel
185
4
0
24 Feb 2022
Variational learning of quantum ground states on spiking neuromorphic hardware
Robert Klassert
A. Baumbach
Mihai A. Petrovici
M. Gärttner
172
9
0
30 Sep 2021
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