Heterogeneous integration of imprecise memory devices to enable learning from a very small volume of noisy data

Project Information

DIVERSE

Grant agreement ID: 101043854

DOI

10.3030/101043854

EC signature date 20 October 2022

Start date 1 November 2022

End date 31 October 2027

Funded under

• European Research Council (ERC)

Total cost

€ 2 874 335,00

EU contribution

€ 2 874 335,00

Coordinated by

COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES
France

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (7)

Nature Communications

Author(s): Simone DAgostino; Filippo Moro; Tristan Torchet; Yiit Demira; Laurent Grenouillet; Niccol Castellani; Giacomo Indiveri; Elisa Vianello; Melika Payvand
Published in: Nature Communications, 2024, ISSN 2041-1723
Publisher: Nature Portfolio
DOI: 10.3929/ethz-b-000671442

Experimental Demonstration of Multilevel Resistive Random Access Memory Programming for up to Two Months Stable Neural Networks Inference Accuracy

Author(s): Eduardo Esmanhotto; Tifenn Hirtzlin; Djohan Bonnet; Niccolo Castellani; Jean-Michel Portal; Damien Querlioz; Elisa Vianello
Published in: Advanced Intelligent Systems, 2022, ISSN 2640-4567
Publisher: Wiley
DOI: 10.1002/aisy.202270054

Scaling neuromorphic systems with 3D technologies

Author(s): Elisa Vianello; Melika Payvand
Published in: Nature Electronics, 2024, ISSN 2520-1131
Publisher: Nature Portfolio
DOI: 10.1038/s41928-024-01188-y

Nature Communications

Author(s): Filippo Moro; Emmanuel Hardy; Bruno Fain; Thomas Dalgaty; Paul Clmenon; Alessio De Pr; Eduardo Esmanhotto; Niccol Castellani; Franois Blard; Franois Gardien; Thomas Mesquida; Franois Rummens; David Esseni; Jrme Casas; Giacomo Indiveri; Melika Payvand; Elisa Vianello
Published in: Nature Communications, 2022, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.5167/uzh-231224

Nature Communications

Author(s): Thomas Dalgaty; Filippo Moro; Yiit Demira; Alessio De Pra; Giacomo Indiveri; Elisa Vianello; Melika Payvand
Published in: Nature Communications, 2024, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.3929/ethz-b-000651409

Nature Communications

Author(s): Payvand, Melika; D'Agostino, Simone; Moro, Filippo; Demirag, Yigit; Indiveri, Giacomo; Vianello, Elisa
Published in: Proceedings of the 2023 International Conference on Neuromorphic Systems, 2023, ISSN 2041-1723
Publisher: Nature Portfolio
DOI: 10.48550/arxiv.2305.06941

Nature Communications

Author(s): Djohan Bonnet; Tifenn Hirtzlin; Atreya Majumdar; Thomas Dalgaty; Eduardo Esmanhotto; Valentina Meli; Niccolo Castellani; Simon Martin; Jean-Franois Nodin; Guillaume Bourgeois; Jean-Michel Portal; Damien Querlioz; Elisa Vianello
Published in: Nature Communications, 2023, ISSN 2041-1723
Publisher: Nature Portfolio
DOI: 10.21203/rs.3.rs-2458251/v1

Conference proceedings (3)

Synaptic metaplasticity with multi-level memristive devices

Author(s): DAgostino, S; Moro, F; Hirtzlin, T; Arcamone, J; Castellani, N; Querlioz, D; Payvand, Melika; Vianello, Elisa
Published in: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2023, ISSN 2834-9857
Publisher: IEEE
DOI: 10.5167/uzh-254264

Bayesian Metaplasticity from Synaptic Uncertainty

Author(s): Djohan Bonnet, Tifenn Hirtzlin, Tarcisius Januel, Thomas Dalgaty, Damien Querlioz, Elisa Vianello
Published in: NeuRIPS Workshop Machine Learning with New Compute Paradigms, 2023
Publisher: arxiv
DOI: 10.48550/arXiv.2312.10153

Hybrid FeRAM/RRAM Synaptic Circuit Enabling On-Chip Inference and Learning at the Edge

Author(s): M. Martemucci, F. Rummens, T. Hirtzlin, S. Martin, O. Guille, T. Januel, C. Carabasse, O. Billoint, J. Laguerre, J. Coignus, A. F. Vincent, D. Querlioz, L. Grenouillet, S. Saghi, E. Vianello
Published in: 2023 International Electron Devices Meeting (IEDM), 2024
Publisher: IEEE
DOI: 10.1109/IEDM45741.2023.10413857