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Advanced Design Methods From Materials and Devices to Circuits for Brain-Inspired Oscillatory Neural Networks for Edge Computing

Stefania Carapezzi , Gabriele Boschetto , Corentin Delacour , Elisabetta Corti , Andrew Plews , et al.
IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2021, 11 (4), pp.586-596. ⟨10.1109/JETCAS.2021.3128756⟩
Article dans une revue lirmm-03231504v1
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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
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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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Energy Efficient Neuromorphic Computing with beyond-CMOS Oscillatory Neural Networks

Corentin Delacour , Stefania Carapezzi , Gabriele Boschetto , Aida Todri-Sanial
ICONS 2021 - International Conference on Neuromorphic Systems, Jul 2021, Oak Ridge (Virtual), United States
Communication dans un congrès lirmm-03229262v1
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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

Simulations of Volatile Memristors Based on Vanadium Dioxide: Linking Material Properties to the Dynamics of Neuromorphic Circuits

Stefania Carapezzi , Gabriele Boschetto , Corentin Delacour , Aida Todri-Sanial
MRS 2022 Fall Meeting, Nov 2022, Boston, United States
Communication dans un congrès hal-03762103v1
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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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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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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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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

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
Communication dans un congrès lirmm-03365217v1
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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
Communication dans un congrès lirmm-03024126v1

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
Communication dans un congrès lirmm-03658097v1

Simulation Toolchain for Neuromorphic Oscillatory Neural Networks Based on Beyond-CMOS Vanadium Dioxide Devices

Stefania Carapezzi , Corentin Delacour , Aida Todri-Sanial
FLEPS 2022 - IEEE International Conference on Flexible and Printable Sensors and Systems, Jul 2022, Wien, Austria. pp.1-4, ⟨10.1109/FLEPS53764.2022.9781525⟩
Communication dans un congrès hal-03670565v1

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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Mapping Hebbian Learning Rules to Coupling Resistances for Oscillatory Neural Networks

Corentin Delacour , Aida Todri-Sanial
Frontiers in Neuroscience, 2021, 15, pp.#694549. ⟨10.3389/fnins.2021.694549⟩
Article dans une revue lirmm-03197299v1
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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

Electrothermal Simulations of Synchronization Dynamics of Coupled Beyond-CMOS Vanadium Dioxide Oscillators for Neuromorphic Computing Applications

Stefania Carapezzi , Corentin Delacour , Aida Todri-Sanial
MRS 2022 Spring Meeting & Exhibit, Materials Research Society, May 2022, Honolulu, United States
Communication dans un congrès lirmm-03610810v1
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Role of ambient temperature in modulation of behavior of vanadium dioxide volatile memristors and oscillators for neuromorphic applications

Stefania Carapezzi , Corentin Delacour , Andrew Plews , Ahmed Nejim , Siegfried Karg , et al.
Scientific Reports, 2022, 12 (1), pp.19377. ⟨10.1038/s41598-022-23629-4⟩
Article dans une revue hal-03936310v1
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Solving the Travelling Salesman Problem in Continuous Phase Domain with Neuromorphic Oscillatory Neural Networks

Corentin Delacour , Aida Todri-Sanial
AI, Neuroscience and Hardware: From Neural to Artificial Systems and Back Again, Sep 2022, Bonn, Germany.
Poster de conférence hal-03846335v1

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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Frequency Injection Locking-Controlled Oscillations for Synchronized Operations in VO2 Crossbar Devices

Elisabetta Corti , Corentin Delacour , Aida Todri-Sanial , Siegfried Karg
DRC 2021 - 79th Device Research Conference, Jun 2021, Santa Barbara (Virtual), United States. pp.1-2, ⟨10.1109/DRC52342.2021.9467129⟩
Communication dans un congrès lirmm-03197330v1
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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
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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