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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
Communication dans un congrès 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⟩
Communication dans un congrès lirmm-03844104v1
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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 ?
Communication dans un congrès lirmm-03725704v1
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Training energy-based single-layer Hopfield and oscillatory networks with unsupervised and supervised algorithms for image classification

 Madeleine Abernot , Aida Todri-Sanial
Neural Computing and Applications, 2023, 35, pp.18505-18518. ⟨10.1007/s00521-023-08672-0⟩
Article dans une revue hal-04125593v1
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A mixed-signal oscillatory neural network for scalable analog computations in phase domain

 Corentin Delacour , Stefania Carapezzi , Gabriele Boschetto , Madeleine Abernot , Thierry Gil , et al.
Neuromorphic Computing and Engineering, 2023, 3, pp.034004. ⟨10.1088/2634-4386/ace9f5⟩
Article dans une revue lirmm-04290523v1

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 de conférence lirmm-03361187v1
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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
Pré-publication, Document de travail lirmm-03591176v1
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ONN-Based On-chip Learning for Obstacle Avoidance on Mobile Robot

 Madeleine Abernot , Thierry Gil , Aida Todri-Sanial
SSI 2023 - Smart System Integration Conference, Mar 2023, Bruges, Belgium
Communication dans un congrès hal-04007886v1
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Oscillatory Neural Networks Implemented on FPGA for Edge Computing Applications

 Madeleine Abernot , Aida Todri-Sanial
DATE 2023 - 26th Design, Automation and Test in Europe Conference, Apr 2023, Antwerp, Belgium
Communication dans un congrès hal-04007911v1
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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⟩
Article dans une revue lirmm-03658067v1
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A Mixed-Signal Oscillatory Neural Network for Scalable Analog Computations in Phase Domain

 Corentin Delacour , Stefania Carapezzi , Gabriele Boschetto , Madeleine Abernot , Thierry Gil , et al.
2023
Pré-publication, Document de travail hal-03961010v1
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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⟩
Article dans une revue lirmm-03164135v1
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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 de conférence lirmm-03351242v1
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Two-Layered Oscillatory Neural Networks with Analog Feedforward Majority Gate for Image Edge Detection Application

 Madeleine Abernot , Corentin Delacour , Ahmet Suna , J. Marty Gregg , Siegfried Karg , et al.
ISCAS 2023 - IEEE International Symposium on Circuits and Systems, May 2023, Monterey, CA, United States. In press
Communication dans un congrès hal-04007951v1
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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⟩
Communication dans un congrès 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.
16e Colloque National du GDR SoC², Jun 2022, Strasbourg, France.
Poster de conférence lirmm-03737606v1
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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⟩
Article dans une revue lirmm-03185020v1
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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 de conférence hal-03364335v1
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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⟩
Communication dans un congrès lirmm-03229257v1
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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⟩
Communication dans un congrès lirmm-03197160v1
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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⟩
Communication dans un congrès lirmm-03737597v1

Digital Oscillatory Neural Networks for AI Edge Applications

 Madeleine Abernot , Nadine Azemard , Aida Todri-Sanial
17e Colloque National du GDR SoC², Jun 2023, Lyon, France
Poster de conférence hal-04129966v1
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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, 2023, 3, pp.014006. ⟨10.1088/2634-4386/acb2ef⟩
Article dans une revue lirmm-03817195v1
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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
Communication dans un congrès lirmm-03009213v1

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'Ingénieur, 2022, TIP402WEB (h5040), ⟨10.51257/a-v1-h5040⟩
Article dans une revue lirmm-03891853v1
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Oscillatory neural network learning for pattern recognition: an on-chip learning perspective and implementation

 Madeleine Abernot , Nadine Azemard , Aida Todri-Sanial
Frontiers in Neuroscience, 2023, 17, pp.119679. ⟨10.3389/fnins.2023.1196796⟩
Article dans une revue hal-04129945v1
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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
Communication dans un congrès lirmm-03023088v1
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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
Communication dans un congrès lirmm-03354108v1
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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
Autre publication scientifique lirmm-02530086v1
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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 de conférence lirmm-03270397v1
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