Publications

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2022 roadmap on neuromorphic computing and engineering
Neuromorphic computing and engineering () [10.1088/2634-4386/ac4a83] DBCoverage  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Phenomenological modeling of diverse and heterogeneous synaptic dynamics at natural density
arXiv () [10.48550/ARXIV.2212.05354] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Sequence learning in a memristive crossbar array
Proceedings 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. () [10.29363/nanoge.matnec.2022.014] BibTeX | EndNote: XML, Text | RIS

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Integration of Physics-Derived Memristor Models with Machine Learning Frameworks
2022 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 () [10.1109/IEEECONF56349.2022.10052010] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
Neuromorphic Algorithms 2022, NEAL2022, RWTH AachenGöttingen, RWTH Aachen, Germany, 6 Sep 2022 - 8 Sep 20222022-09-062022-09-08 [10.34734/FZJ-2024-01377] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
Spiking 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  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Demonstration of neuromorphic sequence learning on a memristive array
Neuro-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. () [10.1145/3584954.3585000] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Demonstration of neuromorphic sequence learning on a memristive array.
Annual Neuro-Inspired Computational Elements Conference, Nice 23, New YorkNew York, USA, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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MemSpiking TM - Demonstration of Sequence Learning on a Memristive Array
Neuro-inspired Computational Elements, Nice 23, New YorkNew York, USA, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07 OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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System model of neuromorphic sequence learning on a memristive crossbar array
Neuromorphic computing and engineering 3, 024002 () [10.1088/2634-4386/acca45] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Interfacing Neuromorphic Hardware with Machine Learning Frameworks - A Review
International Conference on Neuromorphic Systems, ICONS, Santa FeSanta Fe, USA, 3 Aug 2023 - 5 Aug 20232023-08-032023-08-05 ACM New York, NY, USA () [10.1145/3589737.3605967] BibTeX | EndNote: XML, Text | RIS

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Sequence learning in a spiking neuronal network with memristive synapses
Neuromorphic computing and engineering 3, 034014 () [10.1088/2634-4386/acf1c4] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Rational design of memristive devices for new computing paradigm
Fismat 2023, MilanoMilano, Italy, 4 Sep 2023 - 9 Sep 20232023-09-042023-09-09 BibTeX | EndNote: XML, Text | RIS

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Routing brain traffic through the von Neumann bottleneck: Optimization strategies for efficient spike delivery in large-scale network simulations on conventional hardware
International conference on neuromorphic, natural and physical computing, HanoverHanover, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 BibTeX | EndNote: XML, Text | RIS

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Finding new bio-plausible Learning Rules using Deep Reinforcement Learning
nternational 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  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Closed-loop sound source localization in neuromorphic systems
Neuromorphic computing and engineering 3(2), 024009 - () [10.1088/2634-4386/acdaba] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Finding the Goal: Insect-Inspired Spiking Neural Network for Heading Error Estimation
2023 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 () [10.1109/IROS55552.2023.10342210]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Bio-inspired sequence learning mechanisms and their implementation in a memristive neuromorphic hardware
Neuromorphic, Natural and Physical Computing, NNPC, HannoverHannover, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 () [10.34734/FZJ-2024-01347] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
International 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  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models
arXiv () [10.48550/arXiv.2311.04386] OpenAccess  Download fulltext Files  Download fulltextFulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

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Design principles for lifelong learning AI accelerators
Nature electronics 6(11), 807 - 822 () [10.1038/s41928-023-01054-3] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Building and benchmarking the motivated deception corpus: Improving the quality of deceptive text through gaming
Behavior research methods 55(8), 4478 - 4488 () [10.3758/s13428-022-02028-7] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Patient Privacy Protecting Physics Informed Neural Network for Cardiovascular Monitoring
2023 IEEE Biomedical Circuits and Systems Conference (BioCAS), TorontoToronto, ON, 19 Oct 2023 - 21 Oct 20232023-10-192023-10-21 IEEE 1-5 () [10.1109/BioCAS58349.2023.10388623] BibTeX | EndNote: XML, Text | RIS

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Low-Power Traffic Surveillance using Multiple RGB and Event Cameras: A Survey
2023 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 () [10.1109/ISC257844.2023.10293592] BibTeX | EndNote: XML, Text | RIS

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Training Spiking Neural Networks Using Lessons From Deep Learning
Proceedings of the IEEE 111(9), 1016 - 1054 () [10.1109/JPROC.2023.3308088] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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A 22-pJ/spike 73-Mspikes/s 130k-compartment neural array transceiver with conductance-based synaptic and membrane dynamics
Frontiers in neuroscience 17, 1198306 () [10.3389/fnins.2023.1198306] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Editorial: Focus issue on machine learning for neuromorphic engineering
Neuromorphic computing and engineering 3(3), 030403 - () [10.1088/2634-4386/acee1a] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Achieving efficient interpretability of reinforcement learning via policy distillation and selective input gradient regularization
Neural networks 161, 228 - 241 () [10.1016/j.neunet.2023.01.025] BibTeX | EndNote: XML, Text | RIS

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Integration of physics-derived memristor models with machine learning frameworks
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 1 pp. () [10.29363/nanoge.neumatdecas.2023.011] BibTeX | EndNote: XML, Text | RIS

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The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
Proceedings 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. () [10.29363/nanoge.neuronics.2024.010] BibTeX | EndNote: XML, Text | RIS

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NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
arXiv () [10.48550/ARXIV.2304.04640]   Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Neuromorphic Hyperdimensional Visual Scene Factorization
International 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  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Pre-training and Meta-learning for Memristor Crossbar Arrays
Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 20242024-02-212024-02-23 [10.29363/nanoge.neuronics.2024.027]   Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Training-to-Learn with Memristive Devices
Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 20232023-01-232023-01-25 [10.29363/nanoge.neumatdecas.2023.013]   Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Overcoming phase-change material non-idealities by meta-learning for adaptation on the edge
Proceedings 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 - () [10.29363/nanoge.neumatdecas.2023.043] OpenAccess  Download fulltext Files  Download fulltextFulltext BibTeX | EndNote: XML, Text | RIS

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Finding the gap: neuromorphic motion-vision in dense environments
Nature Communications 15(1), 817 () [10.1038/s41467-024-45063-y] OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

Last Modified: 18.04.2024