Publications
Preprint
2022 roadmap on neuromorphic computing and engineering
Neuromorphic computing and engineering (2022) [10.1088/2634-4386/ac4a83]
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Preprint
Phenomenological modeling of diverse and heterogeneous synaptic dynamics at natural density
arXiv (2022) [10.48550/ARXIV.2212.05354]
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Contribution to a conference proceedings/Contribution to a book
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 2022
Fundació Scito València 1, 1 pp. (2022) [10.29363/nanoge.matnec.2022.014]
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Contribution to a conference proceedings/Contribution to a book
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 2022
IEEE 1142-1146 (2022) [10.1109/IEEECONF56349.2022.10052010]
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Poster (After Call)
Exploiting Sparsity for Accelerated SNN Training on Graphcore IPUs
Neuromorphic Algorithms 2022, NEAL2022, RWTH AachenGöttingen, RWTH Aachen, Germany, 6 Sep 2022 - 8 Sep 2022
[10.34734/FZJ-2024-01377]
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Poster (After Call)
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 2022
[10.34734/FZJ-2024-01380]
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Contribution to a conference proceedings/Contribution to a book
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 2023
ACM New York, NY, USA 1 pp. (2023) [10.1145/3584954.3585000]
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Conference Presentation (Other)
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 2023
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Poster (Other)
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 2023
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Journal Article
System model of neuromorphic sequence learning on a memristive crossbar array
Neuromorphic computing and engineering 3, 024002 (2023) [10.1088/2634-4386/acca45]
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Proceedings
Interfacing Neuromorphic Hardware with Machine Learning Frameworks - A Review
International Conference on Neuromorphic Systems, ICONS, Santa FeSanta Fe, USA, 3 Aug 2023 - 5 Aug 2023
ACM New York, NY, USA (2023) [10.1145/3589737.3605967]
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Journal Article
Sequence learning in a spiking neuronal network with memristive synapses
Neuromorphic computing and engineering 3, 034014 (2023) [10.1088/2634-4386/acf1c4]
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Conference Presentation (Other)
Rational design of memristive devices for new computing paradigm
Fismat 2023, MilanoMilano, Italy, 4 Sep 2023 - 9 Sep 2023
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Poster (After Call)
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 2023
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Poster (After Call)
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 2023
[10.34734/FZJ-2024-01020]
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Journal Article
Closed-loop sound source localization in neuromorphic systems
Neuromorphic computing and engineering 3(2), 024009 - (2023) [10.1088/2634-4386/acdaba]
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Contribution to a conference proceedings
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 2023
IEEE 4727-4733 (2023) [10.1109/IROS55552.2023.10342210]
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Conference Presentation (After Call)
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 2023
(2023) [10.34734/FZJ-2024-01347]
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Poster (After Call)
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 2023
[10.34734/FZJ-2024-01378]
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Preprint
Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models
arXiv (2023) [10.48550/arXiv.2311.04386]
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Journal Article
Design principles for lifelong learning AI accelerators
Nature electronics 6(11), 807 - 822 (2023) [10.1038/s41928-023-01054-3]
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Journal Article
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]
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Contribution to a conference proceedings
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 2023
IEEE 1-5 (2023) [10.1109/BioCAS58349.2023.10388623]
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Contribution to a conference proceedings/Contribution to a book
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 2023
IEEE 1-7 (2023) [10.1109/ISC257844.2023.10293592]
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Journal Article
Training Spiking Neural Networks Using Lessons From Deep Learning
Proceedings of the IEEE 111(9), 1016 - 1054 (2023) [10.1109/JPROC.2023.3308088]
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Journal Article
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]
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Journal Article
Editorial: Focus issue on machine learning for neuromorphic engineering
Neuromorphic computing and engineering 3(3), 030403 - (2023) [10.1088/2634-4386/acee1a]
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Journal Article
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]
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Contribution to a conference proceedings
Integration of physics-derived memristor models with machine learning frameworks
Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 2023
FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 1 pp. (2023) [10.29363/nanoge.neumatdecas.2023.011]
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Contribution to a conference proceedings/Contribution to a book
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 2024
FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 10 pp. (2023) [10.29363/nanoge.neuronics.2024.010]
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Preprint
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
arXiv (2023) [10.48550/ARXIV.2304.04640]
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Conference Presentation (After Call)
Neuromorphic Hyperdimensional Visual Scene Factorization
International conference on neuromorphic, natural and physical computing, NNPC2023, HannoverHannover, Germany, 25 Oct 2023 - 27 Oct 2023
[10.34734/FZJ-2024-02523]
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Conference Presentation (Invited)
Pre-training and Meta-learning for Memristor Crossbar Arrays
Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 2024
[10.29363/nanoge.neuronics.2024.027]
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Conference Presentation (Invited)
Training-to-Learn with Memristive Devices
Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 2023
[10.29363/nanoge.neumatdecas.2023.013]
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Contribution to a conference proceedings/Contribution to a book
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 2023
FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València - (2023) [10.29363/nanoge.neumatdecas.2023.043]
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Journal Article
Finding the gap: neuromorphic motion-vision in dense environments
Nature Communications 15(1), 817 (2024) [10.1038/s41467-024-45063-y]
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