Intelligent Memories that Perform Inference with the Physics of Nanodevices

Project Information

NANOINFER

Grant agreement ID: 715872

DOI

10.3030/715872

Project closed

EC signature date 12 December 2016

Start date 1 March 2017

End date 31 August 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 499 609,00

EU contribution

€ 1 499 609,00

Coordinated by

CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS
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

Conference proceedings (16)

Training Dynamical Binary Neural Networks with Equilibrium Propagation

Author(s): Laydevant, Jérémie; Ernoult, Maxence; Querlioz, Damien; Grollier, Julie
Published in: Computer Vision and Pattern Recognition (CVPR), 2021, ISBN 978-1-7281-7168-5
Publisher: IEEE
DOI: 10.1109/cvprw53098.2021.00522

A Multimode Hybrid Memristor-CMOS Prototyping Platform Supporting Digital and Analog Projects

Author(s): K.-E. Harabi; C. Turck; M. Drouhin; A. Renaudineau; T. Bersani-Veroni; D. Querlioz; T. Hirtzlin; E. Vianello; M Bocquet; J.-M. Portal
Published in: ASP-DAC, Issue 8, 2023
Publisher: ACM
DOI: 10.1145/3566097.3567944

Energy-Efficient Bayesian Inference Using Near-Memory Computation with Memristors

Author(s): C. Turck; K.-E. Harabi; T. Hirtzlin; E. Vianello; R. Laurent; J. Droulez; P. Bessiere; M. Bocquet; J.-M. Portal; D. Querlioz
Published in: DATE, Issue 8, 2023
Publisher: ACM
DOI: 10.23919/date56975.2023.10137312

Low Power In-Memory Implementation of Ternary Neural Networks with Resistive RAM-Based Synapse

Author(s): A. Laborieux, M. Bocquet, T. Hirtzlin, J.-O. Klein, L. Herrera Diez, E. Nowak, E. Vianello, J.-M. Portal, D. Querlioz
Published in: 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2020, Page(s) 136-140, ISBN 978-1-7281-4922-6
Publisher: IEEE
DOI: 10.1109/aicas48895.2020.9073877

Embracing the Unreliability of Memory Devices for Neuromorphic Computing

Author(s): Marc Bocquet; Tifenn Hirtzlin; Jacques-Olivier Klein; Etienne Nowak; Elisa Vianello; Jean-Michel Portal; Damien Querlioz
Published in: IRPS, Issue 5, 2020, ISBN 978-1-7281-3199-3
Publisher: IEEE
DOI: 10.1109/irps45951.2020.9128346

Hybrid Analog-Digital Learning with Differential RRAM Synapses

Author(s): Hirtzlin, T.; Bocquet, Marc; Ernoult, M.; Klein, J.-O; Nowak, E.; Vianello, E.; Portal, J.-M; Querlioz, D.
Published in: 2019 IEEE International Electron Devices Meeting (IEDM), Dec 2019, San Francisco, United States, Issue 2, 2019
Publisher: IEEE

Low-Overhead Implementation of Binarized Neural Networks Employing Robust 2T2R Resistive RAM Bridges

Author(s): M. Ezzadeen; A. Majumdar; Marc Bocquet; Bastien Giraud; J.-P. Noel; Francois Andrieu; Damien Querlioz; J-M. Portal
Published in: ESSCIRC, Issue 10, 2021
Publisher: IEEE
DOI: 10.1109/essderc53440.2021.9631381

Use of Magnetoresistive Random-Access Memory as Approximate Memory for Training Neural Networks

Author(s): Nicolas Locatelli, Adrien F. Vincent, Damien Querlioz
Published in: 2018 25th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2018, Page(s) 553-556, ISBN 978-1-5386-9562-3
Publisher: IEEE
DOI: 10.1109/icecs.2018.8617952

Circuit-Level Evaluation of the Generation of Truly Random Bits with Superparamagnetic Tunnel Junctions

Author(s): Damir Vodenicarevic, Nicolas Locatelli, Alice Mizrahi, Tifenn Hirtzlin, Joseph S. Friedman, Julie Grollier, Damien Querlioz
Published in: 2018 IEEE International Symposium on Circuits and Systems (ISCAS), 2018, Page(s) 1-4, ISBN 978-1-5386-4881-0
Publisher: IEEE
DOI: 10.1109/iscas.2018.8351771

In-Memory and Error-Immune Differential RRAM Implementation of Binarized Deep Neural Networks

Author(s): M. Bocquet, T. Hirztlin, J.-O. Klein, E. Nowak, E. Vianello, J.-M. Portal, D. Querlioz
Published in: 2018 IEEE International Electron Devices Meeting (IEDM), 2018, Page(s) 20.6.1-20.6.4, ISBN 978-1-7281-1987-8
Publisher: IEEE
DOI: 10.1109/iedm.2018.8614639

Outstanding Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks

Author(s): T. Hirtzlin, M. Bocquet, J.-O. Klein, E. Nowak, E. Vianello, J.-M. Portal, D. Querlioz
Published in: 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2019, Page(s) 288-292, ISBN 978-1-5386-7884-8
Publisher: IEEE
DOI: 10.1109/aicas.2019.8771544

Implementing Binarized Neural Networks with Magnetoresistive RAM without Error Correction

Author(s): Tifenn Hirtzlin, Bogdan Penkovsky, Jacques-Olivier Klein, Nicolas Locatelli, Adrien F. Vincent, Marc Bocquet, Jean-Michel Portal, Damien Querlioz
Published in: 2019 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH), 2019, Page(s) 1-5, ISBN 978-1-7281-5520-3
Publisher: IEEE
DOI: 10.1109/nanoarch47378.2019.181300

Memory-Centric Neuromorphic Computing With Nanodevices

Author(s): Damien Querlioz, Julie Grollier, Tifenn Hirtzlin, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Marc Bocquet, Jean-Michel Portal, Miguel Romera, Philippe Talatchian
Published in: 2019 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2019, Page(s) 1-4, ISBN 978-1-5090-0617-5
Publisher: IEEE
DOI: 10.1109/BIOCAS.2019.8919010

Updates of Equilibrium Prop Match Gradients of Backprop Through Time in an RNN with Static Input

Author(s): Maxence Ernoult, Julie Grollier, Damien Querlioz, Yoshua Bengio, Benjamin Scellier
Published in: Advances in Neural Information Processing Systems 32 (NIPS 2019), 2019
Publisher: Neural Information Processing Systems

In-Memory Resistive RAM Implementation of Binarized Neural Networks for Medical Applications

Author(s): Bogdan Penkovsky, Marc Bocquet, Tifenn Hirtzlin, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Published in: 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020, Page(s) 690-695, ISBN 978-3-9819263-4-7
Publisher: IEEE
DOI: 10.23919/date48585.2020.9116439

CAPC: A Configurable Analog Pop-Count Circuit for Near-Memory Binary Neural Networks

Author(s): F. Jebali; A. Majumdar; Axel Laborieux; Tifenn Hirtzlin; E. Vianello; J.P. Walder; Marc Bocquet; Damien Querlioz; Jean-Michel Portal
Published in: https://hal.science/hal-03624922, Issue 12, 2021
Publisher: IEEE
DOI: 10.1109/mwscas47672.2021.9531919

Peer reviewed articles (19)

Model of the Weak Reset Process in HfO x Resistive Memory for Deep Learning Frameworks

Author(s): Atreya Majumdar; Marc Bocquet; Tifenn Hirtzlin; Axel Laborieux; Jacques-Olivier Klein; Etienne Nowak; Elisa Vianello; Jean-Michel Portal; Damien Querlioz
Published in: IEEE Transactions on Electron Devices, Issue 2, 2021, ISSN 0018-9383
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2021.3108479

Hardware-Efficient Stochastic Binary CNN Architectures for Near-Sensor Computing

Author(s): Vivek Parmar, Bogdan Penkovsky, Damien Querlioz, Manan Suri
Published in: Frontiers in Neuroscience, 2022, ISSN 1662-453X
Publisher: Frontiers
DOI: 10.3389/fnins.2021.781786

Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing Its Gradient Estimator Bias

Author(s): Axel Laborieux; Maxence Ernoult; Maxence Ernoult; Maxence Ernoult; Benjamin Scellier; Yoshua Bengio; Yoshua Bengio; Julie Grollier; Damien Querlioz
Published in: Frontiers in Neuroscience, Issue 7, 2021, ISSN 1662-453X
Publisher: Frontiers
DOI: 10.3389/fnins.2021.633674

In-situ learning harnessing intrinsic resistive memory variability through Markov Chain Monte Carlo Sampling

Author(s): Dalgaty, Thomas; Castellani, Niccolo; Querlioz, Damien; Vianello, Elisa
Published in: Nature Electronics, Issue 3, 2021, ISSN 2520-1131
Publisher: Nature
DOI: 10.1038/s41928-020-00523-3

Synaptic metaplasticity in binarized neural networks

Author(s): Axel Laborieux; Maxence Ernoult; Tifenn Hirtzlin; Damien Querlioz
Published in: Nature Communications, 2021, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-021-22768-y

Forecasting the outcome of spintronic experiments with Neural Ordinary Differential Equations

Author(s): Xing Chen, Flavio Abreu Araujo, Mathieu Riou, Jacob Torrejon, Dafiné Ravelosona, Wang Kang, Weisheng Zhao, Julie Grollier, Damien Querlioz
Published in: Nature Communications, 2022, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-022-28571-7

Bringing uncertainty quantification to the extreme-edge with memristor-based Bayesian neural networks

Author(s): Djohan Bonnet; Tifenn Hirtzlin; Atreya Majumdar; Thomas Dalgaty; Eduardo Esmanhotto; Valentina Meli; Niccolò Castellani; Simon Martin; Jean-Francois Nodin; Guillaume Bourgeois; Jean-Michel Portal; Damien Querlioz; Elisa Vianello
Published in: Nature Communications, Issue 14, 2023, Page(s) 7530, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-023-43317-9

Physics for Neuromorphic Computing

Author(s): Markovic, Danijela; Mizrahi, Alice; Querlioz, Damien; Grollier, Julie
Published in: Nature Reviews Physics, Issue 6, 2020, ISSN 2522-5820
Publisher: Nature

Ex Situ Transfer of Bayesian Neural Networks to Resistive Memory‐Based Inference Hardware

Author(s): Thomas Dalgaty; Eduardo Esmanhotto; Niccolo Castellani; Damien Querlioz; Elisa Vianello
Published in: Advanced Intelligent Systems, Issue 1, 2021, ISSN 2640-4567
Publisher: WIley
DOI: 10.1002/aisy.202000103

Characterization and modeling of spiking and bursting in experimental NbO_x neuron

Author(s): Marie Drouhin; Shuai Li; Matthieu Grelier; Sophie Collin; Florian Godel; Robert G Elliman; Bruno Dlubak; Juan Trastoy; Damien Querlioz; Julie Grollier
Published in: Crossref, Issue 1, 2022, ISSN 2634-4386
Publisher: IOP
DOI: 10.1088/2634-4386/ac969a

Spintronics for neuromorphic computing

Author(s): Grollier, J.; Querlioz, D.; Camsari, K. Y.; Everschor-Sitte, K.; Fukami, S.; Stiles, M. D.
Published in: Nature Electronics, 2020, ISSN 2520-1131
Publisher: Nature
DOI: 10.1038/s41928-019-0360-9

Neural-like computing with populations of superparamagnetic basis functions

Author(s): Alice Mizrahi, Tifenn Hirtzlin, Akio Fukushima, Hitoshi Kubota, Shinji Yuasa, Julie Grollier, Damien Querlioz
Published in: Nature Communications, Issue 9/1, 2018, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-018-03963-w

Low-Energy Truly Random Number Generation with Superparamagnetic Tunnel Junctions for Unconventional Computing

Author(s): D. Vodenicarevic, N. Locatelli, A. Mizrahi, J. S. Friedman, A. F. Vincent, M. Romera, A. Fukushima, K. Yakushiji, H. Kubota, S. Yuasa, S. Tiwari, J. Grollier, D. Querlioz
Published in: Physical Review Applied, Issue 8/5, 2017, ISSN 2331-7019
Publisher: APS
DOI: 10.1103/physrevapplied.8.054045

Using Memristors for Robust Local Learning of Hardware Restricted Boltzmann Machines

Author(s): Maxence Ernoult, Julie Grollier, Damien Querlioz
Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-018-38181-3

Contrasting Advantages of Learning With Random Weights and Backpropagation in Non-Volatile Memory Neural Networks

Author(s): Christopher H. Bennett, Vivek Parmar, Laurie E. Calvet, Jacques-Olivier Klein, Manan Suri, Matthew J. Marinella, Damien Querlioz
Published in: IEEE Access, Issue 7, 2019, Page(s) 73938-73953, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2920076

Stochastic Computing for Hardware Implementation of Binarized Neural Networks

Author(s): Tifenn Hirtzlin, Bogdan Penkovsky, Marc Bocquet, Jacques-Olivier Klein, Jean-Michel Portal, Damien Querlioz
Published in: IEEE Access, Issue 7, 2019, Page(s) 76394-76403, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2921104

Digital Biologically Plausible Implementation of Binarized Neural Networks With Differential Hafnium Oxide Resistive Memory Arrays

Author(s): Tifenn Hirtzlin, Marc Bocquet, Bogdan Penkovsky, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz
Published in: Frontiers in Neuroscience, Issue 13, 2020, ISSN 1662-453X
Publisher: Frontiers
DOI: 10.3389/fnins.2019.01383

A memristor-based Bayesian machine

Author(s): Kamel-Eddine Harabi, Tifenn Hirtzlin, Clément Turck, Elisa Vianello, Raphaël Laurent, Jacques Droulez, Pierre Bessière, Jean-Michel Portal, Marc Bocquet, Damien Querlioz
Published in: Nature Electronics, 2023, ISSN 2520-1131
Publisher: Springer Nature
DOI: 10.1038/s41928-022-00886-9

Implementation of Ternary Weights With Resistive RAM Using a Single Sense Operation Per Synapse

Author(s): Axel Laborieux; Marc Bocquet; Tifenn Hirtzlin; Jacques-Olivier Klein; Etienne Nowak; Elisa Vianello; Jean-Michel Portal; Damien Querlioz
Published in: IEEE Transactions on Circuits and Systems I: Regular Papers, Issue 7, 2021, ISSN 1549-8328
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcsi.2020.3031627