Hopfield neural network dynamics in open quantum systems

Project Information

HopeQNet

Grant agreement ID: 746442

DOI

10.3030/746442

Project closed

EC signature date 19 October 2017

Start date 3 November 2017

End date 2 November 2019

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 183 454,80

EU contribution

€ 183 454,80

Coordinated by

THE UNIVERSITY OF NOTTINGHAM
United Kingdom

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 (6)

Generalization from correlated sets of patterns in the perceptron

Author(s): Francesco Borra, Marco Cosentino Lagomarsino, Pietro Rotondo, Marco Gherardi
Published in: Journal of Physics A: Mathematical and Theoretical, Issue 52/38, 2019, Page(s) 384004, ISSN 1751-8113
Publisher: Institute of Physics Publishing
DOI: 10.1088/1751-8121/ab3709

Large deviations of the free energy in the p -spin glass spherical model

Author(s): Mauro Pastore, Andrea Di Gioacchino, Pietro Rotondo
Published in: Physical Review Research, Issue 1/3, 2019, ISSN 2643-1564
Publisher: APS
DOI: 10.1103/physrevresearch.1.033116

Quantum accelerated approach to the thermal state of classical all-to-all connected spin systems with applications to pattern retrieval in the Hopfield neural network

Author(s): Eliana Fiorelli, Pietro Rotondo, Matteo Marcuzzi, Juan P. Garrahan, Igor Lesanovsky
Published in: Physical Review A, Issue 99/3, 2019, ISSN 2469-9926
Publisher: APS
DOI: 10.1103/physreva.99.032126

Singularities in large deviations of work in quantum quenches

Author(s): P. Rotondo, J. Minář, J. P. Garrahan, I. Lesanovsky, M. Marcuzzi
Published in: Physical Review B, Issue 98/18, 2018, ISSN 1751-8113
Publisher: Institute of Physics Publishing
DOI: 10.1103/physrevb.98.184303

Intrinsic dimension estimation for locally undersampled data

Author(s): Vittorio Erba, Marco Gherardi, Pietro Rotondo
Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-019-53549-9

Open quantum generalisation of Hopfield neural networks

Author(s): P Rotondo, M Marcuzzi, J P Garrahan, I Lesanovsky, M Müller
Published in: Journal of Physics A: Mathematical and Theoretical, Issue 51/11, 2018, Page(s) 115301, ISSN 1751-8113
Publisher: Institute of Physics Publishing
DOI: 10.1088/1751-8121/aaabcb

Other (1)

Dynamics of strongly coupled disordered dissipative spin-boson systems

Author(s): E. Fiorelli, P. Rotondo, F. Carollo, M. Marcuzzi, I. Lesanovsky
Published in: Phys. Rev. Research, 2020
Publisher: APS