Peter Grünberg Institute (PGI)

Neuromorphic Software Ecosystems (PGI-15)

Publications

Preprint Christensen, D. V. ; Dittmann, R.FZJ* ; Linares-Barranco, B. ; et al
2022 roadmap on neuromorphic computing and engineering
Neuromorphic computing and engineering (2022) [10.1088/2634-4386/ac4a83]2022 DBCoverage Files BibTeX | EndNote: XML, Text | RIS

Preprint Korcsak-Gorzo, A. (Corresponding author)FZJ* ; Linssen, C.FZJ* ; Albers, J.FZJ* ; Dasbach, S. (Corresponding author)FZJ* ; Duarte, R. ; Kunkel, S. ; Morrison, A.FZJ* ; Senk, J.FZJ* ; Stapmanns, J.FZJ* ; Tetzlaff, T.FZJ* ; Diesmann, M.FZJ* ; van Albada, S. J.FZJ*
Phenomenological modeling of diverse and heterogeneous synaptic dynamics at natural density
arXiv (2022) [10.48550/ARXIV.2212.05354]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Siegel, S.FZJ* ; Bouhadjar, Y.FZJ* ; Tetzlaff, T.FZJ* ; Dittmann, R.FZJ* ; Wouters, D.
Sequence learning in a memristive crossbar array
2022Proceedings of the Materials, devices and systems for neuromorphic computing 2022 - Fundació Scito València, 2022. - ISBN - doi:10.29363/nanoge.matnec.2022.014
Materials, devices and systems for neuromorphic computing 2022, GroningenGroningen, Netherlands, 28 Mar 2022 - 29 Mar 20222022-03-282022-03-29 Fundació Scito València 1, 1 pp. (2022) [10.29363/nanoge.matnec.2022.014]2022 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Yu, Z. (Corresponding author)FZJ* ; Menzel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E. (Corresponding author)FZJ*
Integration of Physics-Derived Memristor Models with Machine Learning Frameworks
20222022 56th Asilomar Conference on Signals, Systems, and Computers : [Proceedings] - IEEE, 2022. - ISBN 978-1-6654-5906-8 - doi:10.1109/IEEECONF56349.2022.10052010
2022 56th Asilomar Conference on Signals, Systems, and Computers, Pacific GrovePacific Grove, CA, 31 Oct 2022 - 2 Nov 20222022-10-312022-11-02 IEEE 1142-1146 (2022) [10.1109/IEEECONF56349.2022.10052010]2022 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Finkbeiner, J. R. (Corresponding author)FZJ* ; Neftci, E.FZJ*
Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
2022Neuromorphic Algorithms 2022, NEAL2022, RWTH AachenGöttingen, RWTH Aachen, Germany, 6 Sep 2022 - 8 Sep 20222022-09-062022-09-08 [10.34734/FZJ-2024-01377] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Finkbeiner, J. R. (Corresponding author)FZJ* ; Neftci, E.FZJ*
Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
2022Spiking Neural networks as Universal Function Approximators, SNUFA22, RWTH AachenOnline, RWTH Aachen, Germany, 9 Nov 2022 - 10 Nov 20222022-11-092022-11-10 [10.34734/FZJ-2024-01380] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Siegel, S. (Corresponding author)FZJ* ; Ziegler, T.FZJ* ; Bouhadjar, Y.FZJ* ; Tetzlaff, T.FZJ* ; Waser, R.FZJ* ; Dittmann, R.FZJ* ; Wouters, D.
Demonstration of neuromorphic sequence learning on a memristive array
2023Neuro-Inspired Computational Elements Conference : [Proceedings] - ACM New York, NY, USA, 2023. - ISBN 9781450399470 - doi:10.1145/3584954.3585000
NICE 2023: Neuro-Inspired Computational Elements Conference, San Antonio TX USASan Antonio TX USA, USA, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07 ACM New York, NY, USA 1 pp. (2023) [10.1145/3584954.3585000]2023 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Other) Siegel, S.FZJ* ; Ziegler, T.FZJ* ; Bouhadjar, Y.FZJ* ; Tetzlaff, T.FZJ* ; Waser, R.FZJ* ; Dittmann, R.FZJ* ; Wouters, D.
Demonstration of neuromorphic sequence learning on a memristive array.
2023Annual Neuro-Inspired Computational Elements Conference, Nice 23, New YorkNew York, USA, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07 Files BibTeX | EndNote: XML, Text | RIS

Poster (Other) Siegel, S.FZJ* ; Ziegler, T.FZJ* ; Bouhadjar, Y.FZJ* ; Tetzlaff, T.FZJ* ; Waser, R.FZJ* ; Dittmann, R.FZJ* ; Wouters, D.
MemSpiking TM - Demonstration of Sequence Learning on a Memristive Array
2023Neuro-inspired Computational Elements, Nice 23, New YorkNew York, USA, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Siegel, S. (Corresponding author)FZJ* ; Bouhadjar, Y.FZJ* ; Tetzlaff, T.FZJ* ; Waser, R.FZJ* ; Dittmann, R.FZJ* ; Wouters, D.
System model of neuromorphic sequence learning on a memristive crossbar array
Neuromorphic computing and engineering 3, 024002 (2023) [10.1088/2634-4386/acca45]2023 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Wybo, W. A. M. (Corresponding author)FZJ* ; Tsai, M. C. ; Tran, V. A. K.FZJ* ; Illing, B. ; Jordan, J. ; Morrison, A.FZJ* ; Senn, W.
NMDA-driven dendritic modulation enables multitask representation learning in hierarchical sensory processing pathways
Proceedings of the National Academy of Sciences of the United States of America 120(32), e2300558120 (2023) [10.1073/pnas.2300558120]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Proceedings Lohoff, J.FZJ* ; Yu, Z.FZJ* ; Finkbeiner, J. R.FZJ* ; Kaya, A. ; Stewart, K. ; Wai Lui, H. ; Neftci, E.FZJ*
Interfacing Neuromorphic Hardware with Machine Learning Frameworks - A Review
2023International Conference on Neuromorphic Systems, ICONS, Santa FeSanta Fe, USA, 3 Aug 2023 - 5 Aug 20232023-08-032023-08-05 ACM New York, NY, USA (2023) [10.1145/3589737.3605967]2023 BibTeX | EndNote: XML, Text | RIS

Journal Article Bouhadjar, Y. (Corresponding author)FZJ* ; Siegel, S.FZJ* ; Tetzlaff, T.FZJ* ; Diesmann, M.FZJ* ; Waser, R.FZJ* ; Wouters, D. J.
Sequence learning in a spiking neuronal network with memristive synapses
Neuromorphic computing and engineering 3, 034014 (2023) [10.1088/2634-4386/acf1c4]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Other) Hellwig, J.FZJ* ; Funck, C.FZJ* ; Spithouris, D.FZJ* ; Sarantopoulos, A.FZJ* ; Siegel, S.FZJ* ; Bäumer, C.FZJ* ; Neftci, E.FZJ* ; Menzel, S.FZJ* ; Dittmann, R.FZJ*
Rational design of memristive devices for new computing paradigm
2023Fismat 2023, MilanoMilano, Italy, 4 Sep 2023 - 9 Sep 20232023-09-042023-09-09 BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Pronold, J. ; Jordan, J. ; Wylie, B. J. N.FZJ* ; Kitayama, I. ; Diesmann, M.FZJ* ; Kunkel, S. (Corresponding author)FZJ*
Routing brain traffic through the von Neumann bottleneck: Optimization strategies for efficient spike delivery in large-scale network simulations on conventional hardware
2023International conference on neuromorphic, natural and physical computing, HanoverHanover, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Lohoff, J.FZJ* ; Neftci, E.FZJ*
Finding new bio-plausible Learning Rules using Deep Reinforcement Learning
2023nternational conference on neuromorphic, natural and physical computing, NNPC, RWTH AachenHanover, RWTH Aachen, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 [10.34734/FZJ-2024-01020] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Schoepe, T. (Corresponding author)FZJ* ; Gutierrez-Galan, D. ; Dominguez-Morales, J. P. ; Greatorex, H. ; Jimenez-Fernandez, A. ; Linares-Barranco, A. ; Chicca, E.
Closed-loop sound source localization in neuromorphic systems
Neuromorphic computing and engineering 3(2), 024009 - (2023) [10.1088/2634-4386/acdaba]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Schoepe, T.FZJ* ; Chicca, E.
Finding the Goal: Insect-Inspired Spiking Neural Network for Heading Error Estimation
20232023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DetroitDetroit, MI, 1 Oct 2023 - 5 Oct 20232023-10-012023-10-05 IEEE 4727-4733 (2023) [10.1109/IROS55552.2023.10342210]2023 Files BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Bouhadjar, Y. (Corresponding author)FZJ* ; Siegel, S.FZJ* ; Diesmann, M.FZJ* ; Waser, R.FZJ* ; Neftci, E.FZJ* ; Wouters, D. J. ; Tetzlaff, T.FZJ*
Bio-inspired sequence learning mechanisms and their implementation in a memristive neuromorphic hardware
2023Neuromorphic, Natural and Physical Computing, NNPC, HannoverHannover, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 (2023) [10.34734/FZJ-2024-01347]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Finkbeiner, J. R. (Corresponding author)FZJ* ; Neftci, E.FZJ*
Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
2023International conference on neuromorphic, natural and physical computing, NNPC23, RWTH AachenHannover, RWTH Aachen, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 [10.34734/FZJ-2024-01378] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Preprint Finkbeiner, J. R. (Corresponding author)FZJ* ; Gmeinder, T. ; Pupilli, M. ; Titterton, A. ; Neftci, E.FZJ*
Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models
arXiv (2023) [10.48550/arXiv.2311.04386]2023 OpenAccess Files Fulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

Journal Article Kudithipudi, D. ; Daram, A. ; Zyarah, A. M. ; Zohora, F. T. ; Aimone, J. B. ; Yanguas-Gil, A. ; Soures, N. ; Neftci, E.FZJ* ; Mattina, M. ; Lomonaco, V. ; Thiem, C. D. ; Epstein, B.
Design principles for lifelong learning AI accelerators
Nature electronics 6(11), 807 - 822 (2023) [10.1038/s41928-023-01054-3]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Barsever, D. (Corresponding author) ; Steyvers, M. ; Neftci, E.FZJ*
Building and benchmarking the motivated deception corpus: Improving the quality of deceptive text through gaming
Behavior research methods 55(8), 4478 - 4488 (2023) [10.3758/s13428-022-02028-7]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Lui, H. W. ; Gallo, E. ; Neftci, E.FZJ*
Patient Privacy Protecting Physics Informed Neural Network for Cardiovascular Monitoring
20232023 IEEE Biomedical Circuits and Systems Conference (BioCAS), TorontoToronto, ON, 19 Oct 2023 - 21 Oct 20232023-10-192023-10-21 IEEE 1-5 (2023) [10.1109/BioCAS58349.2023.10388623]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Fleck, T. ; Pavlitska, S. ; Nitzsche, S. ; Pachideh, B. ; Peccia, F. ; Ahmed, S. H.FZJ* ; Meyer, S. M. ; Richter, M. ; Broertjes, K. ; Neftci, E.FZJ* ; Becker, J. ; Bringmann, O. ; Zöllner, J. M.
Low-Power Traffic Surveillance using Multiple RGB and Event Cameras: A Survey
20232023 IEEE International Smart Cities Conference (ISC2) : [Proceedings] - IEEE, 2023. - ISBN 979-8-3503-9775-8 - doi:10.1109/ISC257844.2023.10293592
2023 IEEE International Smart Cities Conference (ISC2), BucharestBucharest, Romania, 24 Sep 2023 - 27 Sep 20232023-09-242023-09-27 IEEE 1-7 (2023) [10.1109/ISC257844.2023.10293592]2023 BibTeX | EndNote: XML, Text | RIS

Journal Article Eshraghian, J. K. ; Ward, M. ; Neftci, E. O.FZJ* ; Wang, X. ; Lenz, G. ; Dwivedi, G. ; Bennamoun, M. ; Jeong, D. S. ; Lu, W. D.
Training Spiking Neural Networks Using Lessons From Deep Learning
Proceedings of the IEEE 111(9), 1016 - 1054 (2023) [10.1109/JPROC.2023.3308088]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Park, J. (Corresponding author) ; Ha, S. ; Yu, T. ; Neftci, E.FZJ* ; Cauwenberghs, G.
A 22-pJ/spike 73-Mspikes/s 130k-compartment neural array transceiver with conductance-based synaptic and membrane dynamics
Frontiers in neuroscience 17, 1198306 (2023) [10.3389/fnins.2023.1198306]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Payvand, M. ; Neftci, E. (Corresponding author)FZJ* ; Zenke, F.
Editorial: Focus issue on machine learning for neuromorphic engineering
Neuromorphic computing and engineering 3(3), 030403 - (2023) [10.1088/2634-4386/acee1a]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Xing, J. (Corresponding author) ; Nagata, T. ; Zou, X. ; Neftci, E.FZJ* ; Krichmar, J. L.
Achieving efficient interpretability of reinforcement learning via policy distillation and selective input gradient regularization
Neural networks 161, 228 - 241 (2023) [10.1016/j.neunet.2023.01.025]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Yu, Z.FZJ* ; Menzel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
Integration of physics-derived memristor models with machine learning frameworks
2023Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 20232023-01-232023-01-25 FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 1 pp. (2023) [10.29363/nanoge.neumatdecas.2023.011]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Yu, Z. (Corresponding author)FZJ* ; Yang, M.-J.FZJ* ; Finkbeiner, J.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
2023Proceedings of the Neuronics Conference - FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València, 2023. - ISBN - doi:10.29363/nanoge.neuronics.2024.010
Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 20242024-02-212024-02-23 FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 10 pp. (2023) [10.29363/nanoge.neuronics.2024.010]2023 BibTeX | EndNote: XML, Text | RIS

Preprint Yik, J. ; Berghe, K. V. d. ; Blanken, D. d. ; et al
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
arXiv (2023) [10.48550/ARXIV.2304.04640]2023 Fulltext BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Renner, A. (Corresponding author)FZJ* ; Supic, L. ; Danielescu, A. ; Indiveri, G. ; Olshausen, B. A. ; Sandamirskaya, Y. ; Sommer, F. T. ; Paxon Frady, E.
Neuromorphic Hyperdimensional Visual Scene Factorization
2023International conference on neuromorphic, natural and physical computing, NNPC2023, HannoverHannover, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 [10.34734/FZJ-2024-02523] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Invited) Neftci, E.FZJ*
Pre-training and Meta-learning for Memristor Crossbar Arrays
2023Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 20242024-02-212024-02-23 [10.29363/nanoge.neuronics.2024.027] Fulltext BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Invited) Neftci, E.FZJ* ; Yu, Z.FZJ* ; Leroux, N.FZJ*
Training-to-Learn with Memristive Devices
2023Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 20232023-01-232023-01-25 [10.29363/nanoge.neumatdecas.2023.013] Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Demirag, Y. ; Dittmann, R.FZJ* ; Indiveri, G. ; Neftci, E.FZJ*
Overcoming phase-change material non-idealities by meta-learning for adaptation on the edge
2023Proceedings of the Neuromorphic Materials, Devices, Circuits and Systems - FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València, 2023. - ISBN - doi:10.29363/nanoge.neumatdecas.2023.043
Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 20232023-01-232023-01-25 FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València - (2023) [10.29363/nanoge.neumatdecas.2023.043]2023 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Benmeziane, H. (Corresponding author) ; Ounnoughene, A. Z. ; Hamzaoui, I. ; Bouhadjar, Y.FZJ*
Skip Connections in Spiking Neural Networks: An Analysis of Their Effect on Network Training
2023IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), St. PetersburgSt. Petersburg, USA, 15 May 2023 - 19 May 20232023-05-152023-05-19 IEEE 790-794 (2023) [10.1109/IPDPSW59300.2023.00132]2023 Files BibTeX | EndNote: XML, Text | RIS

Proceedings Elfgen, A. (Editor)FZJ* ; Terhorst, D. (Editor)FZJ* ; Neftci, E.FZJ* ; Geminiani, A. ; Wyatt, C.FZJ* ; Shimoura, R. O.FZJ* ; De Santis, F. ; Sartori, C. A. ; Haug, N. ; Spreizer, S.FZJ* ; Mitchell, J.FZJ* ; Graber, S.FZJ* ; Ghazinouri, B. ; Villamar, J.FZJ* ; Linssen, C.FZJ* ; Babu, P.FZJ* ; Huisman, B.FZJ* ; Hater, T.FZJ* ; Plesser, H. E. (Editor)FZJ* ; Kurth, A. (Editor)FZJ* ; Morrison, A. (Editor)FZJ* ; De Schepper, R. (Editor) ; Diesmann, M. (Editor)FZJ*
NEST Conference 2023 Contributions
2023NEST Conference 2023, virtualvirtual, virtual, 15 Jun 2023 - 16 Jun 20232023-06-152023-06-16 Zenodo (2023) [10.5281/ZENODO.8014764]2023 Fulltext BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Neftci, E.FZJ* ; Finkbeiner, J. R.FZJ* ; Leroux, N.FZJ*
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control
2023Artificial Intelligence BioMedical Circuits And Systems For Health, Biocas IEEE, TorontoToronto, Canada, 19 Oct 2023 - 21 Oct 20232023-10-192023-10-21 Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Neftci, E.FZJ* ; Lohoff, J.FZJ* ; Yu, Z.FZJ* ; Finkbeiner, J. R.FZJ* ; Kaya, A.FZJ* ; Stewart, K. ; Lui, H. W.
Interfacing Neuromorphic Hardware with Machine Learning Frameworks - A Review
2023ICONS '23: Proceedings of the 2023 International Conference on Neuromorphic Systems
ICONS 2023, Santa FeSanta Fe, Mexico, 1 Aug 2023 - 3 Aug 20232023-08-012023-08-03 New York : Association for Computing Machinery 1-8 (2023)2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Neftci, E.FZJ* ; Jeffrey, K. ; Alonso, N.
Understanding and Improving Optimization in Predictive Coding Networks
2023The Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24), VancouverVancouver, Canada, 20 Feb 2024 - 27 Feb 20242024-02-202024-02-27 arXiv 10812-10820 (2023) [10.48550/ARXIV.2305.13562]2023 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Schoepe, T. (Corresponding author)FZJ* ; Janotte, E. ; Milde, M. B. ; Bertrand, O. J. N. ; Egelhaaf, M. ; Chicca, E.
Finding the gap: neuromorphic motion-vision in dense environments
Nature Communications 15(1), 817 (2024) [10.1038/s41467-024-45063-y]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Tran, V. A. K. (Corresponding author)FZJ* ; Neftci, E.FZJ* ; Wybo, W.FZJ*
Continual learning using dendritic modulations on view-invariant feedforward weights
2024Computational and Systems Neuroscience 2024, COSYNE 2024, LisbonLisbon, Portugal, 29 Feb 2024 - 3 Mar 20242024-02-292024-03-03 [10.34734/FZJ-2024-02719] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Renner, A. (Corresponding author)FZJ* ; Supic, L. (Corresponding author) ; Danielescu, A. ; Indiveri, G. ; Frady, E. P. ; Sommer, F. T. (Corresponding author) ; Sandamirskaya, Y. (Corresponding author)
Visual odometry with neuromorphic resonator networks
Nature machine intelligence 6(6), 653–663 (2024) [10.1038/s42256-024-00846-2]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Renner, A. (Corresponding author)FZJ* ; Supic, L. ; Danielescu, A. ; Indiveri, G. ; Olshausen, B. A. ; Sandamirskaya, Y. ; Sommer, F. T. (Corresponding author) ; Frady, E. P. (Corresponding author)
Neuromorphic visual scene understanding with resonator networks
Nature machine intelligence 6(6), 641–652 (2024) [10.1038/s42256-024-00848-0]2024 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a book Lübke, J. (Editor)FZJ* ; Rollenhagen, A. (Editor)FZJ* ; Korcsak-Gorzo, A. (Corresponding author)FZJ*RWTH* ; Linssen, C. (Corresponding author)FZJ* ; Albers, J.FZJ*RWTH* ; Dasbach, S.FZJ* ; Duarte, R.FZJ* ; Kunkel, S.FZJ* ; Morrison, A.FZJ*RWTH* ; Senk, J.FZJ* ; Stapmanns, J.FZJ*RWTH* ; Tetzlaff, T.FZJ* ; Diesmann, M.FZJ*RWTH* ; van Albada, S.FZJ*
Phenomenological Modeling of Diverse and Heterogeneous Synaptic Dynamics at Natural Density
2024New Aspects in Analyzing the Synaptic Organization of the Brain / Lübke, Joachim H.R. (Editor) ; New York, NY : Springer US, 2024, Chapter 15 ; ISSN: 0893-2336=1940-6045 ; ISBN: 978-1-0716-4018-0=978-1-0716-4019-7 ; doi:10.1007/978-1-0716-4019-7 New York, NY : Springer US, Neuromethods 212, 277 - 321 (2024) [10.1007/978-1-0716-4019-7_15]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Renner, A. (First author)FZJ* ; Sheldon, F. ; Zlotnik, A. ; Tao, L. ; Sornborger, A. (Corresponding author)
The backpropagation algorithm implemented on spiking neuromorphic hardware
Nature Communications 15(1), 9691 (2024) [10.1038/s41467-024-53827-9]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Lober, M. (Corresponding author)FZJ* ; Diesmann, M.FZJ* ; Kunkel, S.FZJ*
Exploiting network structure in NEST: Efficient communication in brain-scale simulations
2024NEST Conference 2024, RWTH Aachenvirtual, RWTH Aachen, virtual, 17 Jun 2024 - 18 Jun 20242024-06-172024-06-18 [10.34734/FZJ-2024-06597] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Lober, M. (Corresponding author)FZJ* ; Diesmann, M.FZJ* ; Kunkel, S.FZJ*
Exploiting network topology in brain-scale multi-area model simulations
2024Federation of European Neuroscience Societies, FENS, RWTH AachenVienna, RWTH Aachen, Austria, 25 Jun 2024 - 29 Jun 20242024-06-252024-06-29 [10.34734/FZJ-2024-06598] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Software Linssen, C. (Corresponding author)FZJ* ; Babu, P.FZJ* ; Bouhadjar, Y.FZJ* ; Ewert, L.FZJ* ; Wybo, W.FZJ* ; Lober, M.FZJ* ; Feller, F. ; Bernhard, R. ; Morrison, A.FZJ*
NESTML (v8.0.0)
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Software Graber, S.FZJ* ; Mitchell, J.FZJ* ; Kurth, A. C.FZJ* ; Terhorst, D. (Corresponding author)FZJ* ; Skaar, J. W. ; Schöfmann, C. M.FZJ* ; Kunkel, S.FZJ* ; Trensch, G.FZJ* ; Haug, N. ; Mallett, D. ; Andriyovich, P. Y. ; Otazu Porter, X. ; Lee, A. Y. ; Plesser, H. E.FZJ*
NEST 3.8
[10.5281/ZENODO.12624784] BibTeX | EndNote: XML, Text | RIS

Journal Article Jordan, J. (Corresponding author) ; Sacramento, J. ; Wybo, W. A. M.FZJ* ; Petrovici, M. A. ; Senn, W.
Conductance-based dendrites perform Bayes-optimal cue integration
PLoS Computational Biology 20(6), e1012047 - (2024) [10.1371/journal.pcbi.1012047]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Finkbeiner, J.FZJ* ; Tovey, S. ; Holm, C.
Generating Minimal Training Sets for Machine Learned Potentials
Physical review letters 132(16), 167301 (2024) [10.1103/PhysRevLett.132.167301]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Quintana, F. M. ; Perez-Peña, F. ; Galindo, P. L. ; Neftci, E. O.FZJ* ; Chicca, E. ; Khacef, L.
ETLP: event-based three-factor local plasticity for online learning with neuromorphic hardware
Neuromorphic computing and engineering 4(3), 034006 - (2024) [10.1088/2634-4386/ad6733]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Feiler, F. ; Neftci, E.FZJ* ; Bouhadjar, Y.FZJ*
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal Networks
20242024 International Conference on Neuromorphic Systems (ICONS), ArlingtonArlington, VA, 30 Jul 2024 - 2 Aug 20242024-07-302024-08-02 IEEE 366-370 (2024) [10.1109/ICONS62911.2024.00062]2024 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Raghunathan, K. C. ; Demirağ, Y. ; Neftci, E.FZJ* ; Payvand, M.
Hardware-aware Few-shot Learning on a Memristor-based Small-world Architecture
20242024 Neuro Inspired Computational Elements Conference (NICE), La JollaLa Jolla, CA, 23 Apr 2024 - 26 Apr 20242024-04-232024-04-26 IEEE 1-8 (2024) [10.1109/NICE61972.2024.10548824]2024 BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Bencheikh, W. ; Neftci, E.FZJ* ; Bouhadjar, Y. (Corresponding author)FZJ*
Training Spiking Neural Networks to emulate brain-like activity for optimal efficiency
2024Neuro-Inspired Computing Elements, La Jolla, CaliforniaLa Jolla, California, USA, 23 Apr 2024 - 26 Apr 20242024-04-232024-04-26 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Feiler, F. ; Neftci, E.FZJ* ; Bouhadjar, Y. (Corresponding author)FZJ*
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal Networks
2024International Conference on Neuromorphic Systems (ICONS), Arlington, VirginiaArlington, Virginia, USA, 30 Jul 2024 - 2 Aug 20242024-07-302024-08-02 366 - 370 (2024)2024 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Finkbeiner, J.FZJ* ; Gmeinder, T. ; Pupilli, M. ; Titterton, A. ; Neftci, E.FZJ*
Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models
2024AAAI Conference on Artificial Intelligence, VancouverVancouver, Canada, 27 Feb 2024 - 4 Mar 20242024-02-272024-03-04 11996-12005 (2024)2024 Files BibTeX | EndNote: XML, Text | RIS

Preprint Bencheikh, W. ; Finkbeiner, J.FZJ* ; Neftci, E.FZJ*
Optimal Gradient Checkpointing for Sparse and Recurrent Architectures using Off-Chip Memory
[10.34734/FZJ-2025-01041] OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Finkbeiner, J. R.FZJ* ; Neftci, E.FZJ*
On-Chip Learning via Transformer In-Context Learning
[10.34734/FZJ-2025-01042] OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Yu, Z.FZJ* ; Yang, M.-J.FZJ* ; Finkbeiner, J.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E. (Corresponding author)FZJ*
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
20242024 IEEE 6th International Conference on AI Circuits and Systems (AICAS) : [Proceedings] - IEEE, 2024. - ISBN 979-8-3503-8363-8 - doi:10.1109/AICAS59952.2024.10595913
2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), Abu DhabiAbu Dhabi, United Arab Emirates, 22 Apr 2024 - 25 Apr 20242024-04-222024-04-25 Abu Dhabi : IEEE, International Conference on AI Circuits and Systems (AICAS) 398-402 (2024) [10.1109/AICAS59952.2024.10595913]2024 Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Yu, Z.FZJ* ; Yang, M.-J.FZJ* ; Finkbeiner, J.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E. (Corresponding author)FZJ*
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
arXiv (2024) [10.48550/arXiv.2403.06712]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Ahmed, S. H. (Corresponding author)FZJ* ; Finkbeiner, J.FZJ* ; Neftci, E.FZJ*
A Hybrid SNN-ANN Network for Event-based Object Detection with Spatial and Temporal Attention
arXiv (2024) [10.48550/ARXIV.2403.10173]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Lohoff, J.FZJ* ; Finkbeiner, J.FZJ* ; Neftci, E.FZJ*
SNNAX-Spiking Neural Networks in JAX
20242024 International Conference on Neuromorphic Systems (ICONS), Arlington, VirginiaArlington, Virginia, USA, 30 Jul 2024 - 2 Aug 20242024-07-302024-08-02 251 - 255 (2024) [10.34734/FZJ-2025-01092]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Leroux, N.FZJ* ; Manea, P.FZJ* ; Sudarshan, C.FZJ* ; Finkbeiner, J. R.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
Analog In-Memory Computing Attention Mechanism for Fast and Energy-Efficient Large Language Models
[10.34734/FZJ-2025-01095] OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Manea, P.-P. (Corresponding author)FZJ* ; Leroux, N.FZJ* ; Neftci, E.FZJ* ; Strachan, J. P.FZJ*
Gain Cell-Based Analog Content Addressable Memory for Dynamic Associative tasks in AI
arXiv (2024) [10.48550/arXiv.2410.09755]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Boeshertz, G. (First author) ; Indiveri, G. ; Nair, M. ; Renner, A. (Corresponding author)FZJ*
Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons
20242024 International Conference on Neuromorphic Systems (ICONS), ArlingtonArlington, VA, 30 Jul 2024 - 2 Aug 20242024-07-302024-08-02 IEEE 376-380 (2024) [10.1109/ICONS62911.2024.00064]2024 Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Leroux, N. (Corresponding author)FZJ* ; Manea, P.-P. (Corresponding author)FZJ* ; Sudarshan, C.FZJ* ; Finkbeiner, J.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
Analog In-Memory Computing Attention Mechanism for Fast and Energy-Efficient Large Language Models
arXiv (2024) [10.48550/arXiv.2409.19315]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Lohoff, J.FZJ* ; Neftci, E.FZJ*
Optimizing Automatic Differentiation with Deep Reinforcement Learning
202438th Conference on Neural Information Processing Systems, NeurIPS, VancouverVancouver, Canada, 9 Dec 2024 - 16 Dec 20242024-12-092024-12-16 Advances in neural information processing systems 38, (2024) [10.34734/FZJ-2025-01156]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Preprint Karilanova, S. ; Fabre, M.FZJ* ; Neftci, E.FZJ* ; Özçelikkale, A.
Zero-Shot Temporal Resolution Domain Adaptation for Spiking Neural Networks
arXiv (2024) [10.48550/ARXIV.2411.04760]2024 BibTeX | EndNote: XML, Text | RIS

Preprint Stewart, K. ; Neumeier, M. ; Shrestha, S. B. ; Orchard, G. ; Neftci, E.FZJ*
Emulating Brain-like Rapid Learning in Neuromorphic Edge Computing
arXiv (2024) [10.48550/ARXIV.2408.15800]2024 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Alonso, N. ; Krichmar, J. ; Neftci, E.FZJ*
Understanding and Improving Optimization in Predictive Coding Networks
2024AAAI Conference on Artificial Intelligence, VancouverVancouver, Canada, 20 Feb 2024 - 27 Feb 20242024-02-202024-02-27 38(10), 10812 - 10820 (2024) [10.1609/aaai.v38i10.28954]2024 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Lohoff, J.FZJ* ; Kaya, A.FZJ* ; Assmuth, F.FZJ* ; Neftci, E.FZJ*
A Truly Sparse and General Implementation ofGradient-Based Synaptic Plasticity
2025Neuro-Inspired Computational Elements, NICE, HeidelbergHeidelberg, Germany, 25 Mar 2025 - 28 Mar 20252025-03-252025-03-28 n/a (2025) [10.34734/FZJ-2025-01175]2025 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Lober, M. (Corresponding author)FZJ* ; Bouhadjar, Y.FZJ* ; Diesmann, M.FZJ* ; Tetzlaff, T.FZJ*
Learning sequence timing and controlling recall speed in networks of spiking neurons
2025IAS Retreat, RWTH AachenJuelich, RWTH Aachen, Germany, 27 May 2025 - 27 May 20252025-05-272025-05-27 BibTeX | EndNote: XML, Text | RIS

Last Modified: 18.04.2024