Peter Grünberg Institute (PGI)

Neuromorphic Software Ecosystems (PGI-15)

Other contributions 2024

Contribution to a conference proceedings Lohoff, J.FZJ* ; Neftci, E.FZJ*
Optimizing Automatic Differentiation with Deep Reinforcement Learning
2024Advances in Neural Information Processing Systems 37, VancouverVancouver, BC, 10 Dec 2024 - 15 Dec 20242024-12-102024-12-15 Neural Information Processing Systems Foundation, Inc. (NeurIPS) San Diego, California, USA 37, 3611-3648 (2024) [10.52202/079017-0120]2024 Fulltext 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

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

Last Modified: 26.01.2026