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VO2-based Oscillatory Ising Machine: The Role of External Temperature on Performance

Corentin Delacour , Stefania Carapezzi , Gabriele Boschetto , Madeleine Abernot , Thierry Gil et al.
NANO 2022 - 22nd IEEE International Conference on Nanotechnology, Jul 2022, Palma de Mallorca, Spain. In press ?
Conference papers lirmm-03725704v1
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Energy-Performance Assessment of Oscillatory Neural Networks based on VO2 Devices for Future Edge AI Computing

Corentin Delacour , Stefania Carapezzi , Madeleine Abernot , Aida Todri-Sanial
2022
Preprints, Working Papers, ... lirmm-03591176v1

Mobile Robot Obstacle Avoidance with Oscillatory Neural Networks on FPGA

Madeleine Abernot , Thierry Gil , Corentin Delacour , Gabriele Boschetto , Stefania Carapezzi et al.
IBM-IEEE AI Compute Symposium, Oct 2021, Virtual, France
Poster communications lirmm-03361187v1

Oscillatory Neural Networks Applications for Edge Computing

Madeleine Abernot , Théophile Gonos , Aida Todri-Sanial
HiPEAC 2023 - European Conference on High-performance Embedded Architecture and Compilation, Jan 2023, Toulouse, France
Conference papers hal-03945180v1

Oscillatory Neural Network for Edge Computing: A Mobile Robot Obstacle Avoidance Application

Madeleine Abernot , Hamza Amara , Thierry Gil , Aida Todri-Sanial
MetroXRAINE 2022 - IEEE International Conference on Metrology for Extended Reality, Artificial Intelligence, and Neural Engineering, Oct 2022, Rome, Italy. pp.181-186, ⟨10.1109/MetroXRAINE54828.2022.9967581⟩
Conference papers lirmm-03844104v1
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Digital Implementation of Oscillatory Neural Network for Image Recognition Application

Madeleine Abernot , Thierry Gil , Manuel Jiménez Través , Juan Núñez , María José Avedillo de Juan et al.
Frontiers in Neuroscience, 2021, 15, pp.#713054. ⟨10.3389/fnins.2021.713054⟩
Journal articles lirmm-03185020v1
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FPGA Implementation of Oscillatory Neural Networks for Artificial Intelligence Edge Computing

Madeleine Abernot , Gabriele Boschetto , Stefania Carapezzi , Corentin Delacour , Thierry Gil et al.
ACM Europe Summer school on HPC Computer Architectures for AI and Dedicated Applications, Aug 2021, Barcelona (Virtual), Spain
Poster communications lirmm-03351242v1
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Oscillatory Neural Network as Hetero-Associative Memory for Image Edge Detection

Madeleine Abernot , Thierry Gil , Aida Todri-Sanial
NICE 2022 - 9th Neuro-Inspired Computational Elements Workshop, Mar 2022, New York (Virtual), United States. pp.13-21, ⟨10.1145/3517343.3517348⟩
Conference papers lirmm-03586865v1
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Digital Oscillatory Neural Networks for AI Edge Applications

Madeleine Abernot , Corentin Delacour , Gabriele Boschetto , Stefania Carapezzi , Thierry Gil et al.
16ème Colloque National du GDR SoC², Jun 2022, Strasbourg, France
Poster communications lirmm-03737606v1
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How Frequency Injection Locking Can Train Oscillatory Neural Networks to Compute in Phase

Aida Todri-Sanial , Stefania Carapezzi , Corentin Delacour , Madeleine Abernot , Thierry Gil et al.
IEEE Transactions on Neural Networks and Learning Systems, 2022, 33 (5), pp.1996-2009. ⟨10.1109/TNNLS.2021.3107771⟩
Journal articles lirmm-03164135v1
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Ab Initio Computer Simulations on Interfacial Properties of Single-Layer MoS2 and Au Contacts for Two-Dimensional Nanodevices

Gabriele Boschetto , Stefania Carapezzi , Corentin Delacour , Madeleine Abernot , Thierry Gil et al.
ACS Applied Nano Materials, 2022, 5 (8), pp.10192-10202. ⟨10.1021/acsanm.2c00995⟩
Journal articles lirmm-03658067v1

First-Principles Simulations of Vacancies and Grain Boundaries in Monolayer MoS2-Au Interfaces for Unconventional Computing Paradigm

Gabriele Boschetto , Stefania Carapezzi , Corentin Delacour , Madeleine Abernot , Thierry Gil et al.
E-MRS 2022 - Spring Meeting of the European Materials Research Society, May 2022, Online Event, France
Conference papers lirmm-03658097v1
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EU H2020 NEURONN: Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Aida Todri-Sanial , Stefania Carapezzi , Corentin Delacour , Madeleine Abernot , Eirini Karachristou et al.
EFECS 2020 - European Forum for Electronic Components and Systems, Nov 2020, Brussels, Belgium
Conference papers lirmm-03024126v1
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EU H2020 NEURONN: 2D Oscillatory Neural Networks For Energy Efficient Neuromorphic Computing

Stefania Carapezzi , Gabriele Boschetto , Corentin Delacour , Madeleine Abernot , Thierry Gil et al.
15ème Colloque National du GDR SoC², Jun 2021, Rennes, France. , 2021
Poster communications lirmm-03270397v1

Beyond CMOS Devices for Low-Power Oscillatory Neural Networks for Edge AI Computing

Stefania Carapezzi , Gabriele Boschetto , Corentin Delacour , Madeleine Abernot , Thierry Gil et al.
Albany Nanotechnology Symposium, 2021, New York, United States
Conference papers lirmm-03365217v1
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Oscillatory Neural Networks for Obstacle Avoidance on Mobile Surveillance Robot E4

Madeleine Abernot , Thierry Gil , Evgenii Kurylin , Tanguy Hardelin , Alexandre Magueresse et al.
IJCNN 2022 - IEEE International Joint Conference on Neural Networks, Jul 2022, Padova, Italy. pp.1-8, ⟨10.1109/IJCNN55064.2022.9891923⟩
Conference papers lirmm-03666874v1
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Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Aida Todri-Sanial , Thierry Gil , Nadine Azemard , Jérémie Salles , Stefania Carapezzi et al.
EU H2020 ICT NEURONN Research Project, 2020
Other publications lirmm-02530086v1
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NeurONN: Neuromorphic Computing for Artificial Intelligence at the Edge

Stefania Carapezzi , Madeleine Abernot , Corentin Delacour , Nadine Azemard , Jérémie Salles et al.
3rd AI Compute Symposium (IBM IEEE CAS/EDS), Oct 2020, Zurich (virtual), Switzerland
Conference papers lirmm-03009213v1
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Using Oscillatory Neural Network for Pattern Recognition and Mobile Robot Control

Madeleine Abernot , Thierry Gil , Aida Todri-Sanial
SOPHI.A SUMMIT, Nov 2020, Sophia Antipolis, France
Conference papers lirmm-03023088v1

Réseaux de neurones oscillants pour des calculs économes en énergie

Madeleine Abernot , Gabriele Boschetto , Stefania Carapezzi , Corentin Delacour , Thierry Gil et al.
Techniques de l'Ingenieur, 2022, TIP402WEB (h5040), ⟨10.51257/a-v1-h5040⟩
Journal articles lirmm-03891853v1
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Beyond CMOS technologies for enabling integrating Artificial Intelligence at the Edge

Aida Todri-Sanial , Thierry Gil , Madeleine Abernot , Corentin Delacour , Stefania Carapezzi et al.
EPoSS Annual Forum 2021, Oct 2021, Freiburg im Breisgau, Germany
Conference papers lirmm-03354108v1
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On-Chip Learning with a 15-neuron Digital Oscillatory Neural Network Implemented on ZYNQ Processor

Madeleine Abernot , Thierry Gil , Aida Todri-Sanial
ICONS 2022 - International Conference on Neuromorphic Systems, Jul 2022, Knoxville, Tennessee (hybrid), United States. ⟨10.1145/3546790.3546822⟩
Conference papers lirmm-03737597v1
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Oscillatory Neural Networks for Edge AI Computing

Corentin Delacour , Stefania Carapezzi , Madeleine Abernot , Gabriele Boschetto , Nadine Azemard et al.
ISVLSI 2021 - IEEE Computer Society Annual Symposium on VLSI, Jul 2021, Tampa, United States. pp.326-331, ⟨10.1109/ISVLSI51109.2021.00066⟩
Conference papers lirmm-03229257v1
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EU H2020 NeurONN: Two-Dimensional Oscillatory Neural Networks for Energy Efficient Neuromorphic Computing

Aida Todri-Sanial , Thierry Gil , Nadine Azemard , Jérémie Salles , Eirini Karachristou et al.
EuroNanoForum 2021, May 2021, Braga, Portugal
Poster communications hal-03364335v1
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Multi-Scale Modeling and Simulation Flow for Oscillatory Neural Networks for Edge Computing

Stefania Carapezzi , Corentin Delacour , Gabriele Boschetto , Elisabetta Corti , Madeleine Abernot et al.
NEWCAS 2021 - 19th IEEE International New Circuits and Systems Conference, Jun 2021, Toulon, France. ⟨10.1109/NEWCAS50681.2021.9462761⟩
Conference papers lirmm-03197160v1

Simulation and implementation of two-layer oscillatory neural networks for image edge detection: bidirectional and feedforward architectures

Madeleine Abernot , Aida Todri-Sanial
Neuromorphic Computing and Engineering, In press, ⟨10.1088/2634-4386/acb2ef⟩
Journal articles lirmm-03817195v1