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Q-ANNTENNA

Quantum Artificial Neural Networks with Tensor Network Algorithmus

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EC-Contrib. €

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Partnership

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 Q-ANNTENNA project word cloud

Explore the words cloud of the Q-ANNTENNA project. It provides you a very rough idea of what is the project "Q-ANNTENNA" about.

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Project "Q-ANNTENNA" data sheet

The following table provides information about the project.

Coordinator
MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV 

Organization address
address: HOFGARTENSTRASSE 8
city: MUENCHEN
postcode: 80539
website: n.a.

contact info
title: n.a.
name: n.a.
surname: n.a.
function: n.a.
email: n.a.
telephone: n.a.
fax: n.a.

 Coordinator Country Germany [DE]
 Project website https://www.cordis.europa.eu/project/rcn/208946/factsheet/en
 Total cost 159˙460 €
 EC max contribution 159˙460 € (100%)
 Programme 1. H2020-EU.1.3.2. (Nurturing excellence by means of cross-border and cross-sector mobility)
 Code Call H2020-MSCA-IF-2016
 Funding Scheme MSCA-IF-EF-ST
 Starting year 2017
 Duration (year-month-day) from 2017-04-01   to  2019-03-31

 Partnership

Take a look of project's partnership.

# participants  country  role  EC contrib. [€] 
1    MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV DE (MUENCHEN) coordinator 159˙460.00

Map

 Project objective

During the recent years, modern machine learning (ML) has sparked a revolution in areas so diverse as computer vision, voice recognition, medical diagnosis and finance. On its own, quantum information processing (QIP) has also gained tremendous momentum and a novel field, quantum machine learning (QML), has emerged from the intersection of the two disciplines. Interestingly, much of the understanding underlying the last revolution of ML is strongly connected to insights gained from condensed matter and statistical physics. It is then natural to use well-understood techniques to describe quantum many-body systems, namely, tensor networks (TN) in the context of ML. The objective of Q-ANNTENNA is to develop a thorough understanding between ML processes and TN. The action will involve state-of-the-art theoretical research at the frontiers of QIP, TN and ML: (1) describing ML processes within the TN formalism, (2) importing TN insights into ML, (3) studying the renormalization process and (4) assessing physical implementations. The experienced researcher, Dr. Jordi Tura, is an expert in QIP in many-body systems. The supervisor, Prof. J. I. Cirac, is a world-expert in QIP, TN and quantum computation, head of the Theory division of the Max Planck Institute of Quantum Optics (MPQ) since 2001. The combined expertise between the fellow and the host is uniquely suited to establish Q-ANNTENNA as a ground-breaking framework for understanding the connections between QIP, ML and TN. The action has a tremendous potential impact onto industry and prospects for patents are likely. In addition, it will contribute to EU’s excellence in QML research, where North America is leading industrial and scientific efforts –by far. The action will greatly increase the applicant’s mobility within EU, create a large network of collaborators for him and MPQ and shape his future career options, with the long-term goal of becoming an independent scientist and establishing his own research group.

 Publications

year authors and title journal last update
List of publications.
2017 Matteo Fadel, Jordi Tura
Bounding the Set of Classical Correlations of a Many-Body System
published pages: 230402, ISSN: 0031-9007, DOI: 10.1103/physrevlett.119.230402
Physical Review Letters 119/23 2019-07-19
2017 Alexia Salavrakos, Remigiusz Augusiak, Jordi Tura, Peter Wittek, Antonio Acín, Stefano Pironio
Bell Inequalities Tailored to Maximally Entangled States
published pages: 40402, ISSN: 0031-9007, DOI: 10.1103/physrevlett.119.040402
Physical Review Letters 119/4 2019-07-19
2018 Matteo Fadel, Jordi Tura
Bell correlations at finite temperature
published pages: 107, ISSN: 2521-327X, DOI: 10.22331/q-2018-11-19-107
Quantum 2 2019-07-19
2018 Jędrzej Kaniewski, Ivan Šupić, Jordi Tura, Flavio Baccari, Alexia Salavrakos, Remigiusz Augusiak
Maximal nonlocality from maximal entanglement and mutually unbiased bases, and self-testing of two-qutrit quantum systems
published pages: , ISSN: , DOI:
arXiv 2019-07-19
2019 Jordi Tura, Albert Aloy, Flavio Baccari, Antonio Acín, Maciej Lewenstein, Remigiusz Augusiak
Optimization of device-independent witnesses of entanglement depth from two-body correlators
published pages: , ISSN: , DOI:
arXiv 2019-07-19
2018 Jianwei Wang, Stefano Paesani, Yunhong Ding, Raffaele Santagati, Paul Skrzypczyk, Alexia Salavrakos, Jordi Tura, Remigiusz Augusiak, Laura Mančinska, Davide Bacco, Damien Bonneau, Joshua W. Silverstone, Qihuang Gong, Antonio Acín, Karsten Rottwitt, Leif K. Oxenløwe, Jeremy L. O’Brien, Anthony Laing, Mark G. Thompson
Multidimensional quantum entanglement with large-scale integrated optics
published pages: 285-291, ISSN: 0036-8075, DOI: 10.1126/science.aar7053
Science 360/6386 2019-07-19
2018 Jordi Tura, Albert Aloy, Ruben Quesada, Maciej Lewenstein, Anna Sanpera
Separability of diagonal symmetric states: a quadratic conic optimization problem
published pages: 45, ISSN: 2521-327X, DOI: 10.22331/q-2018-01-12-45
Quantum 2 2019-07-19
2018 Albert Aloy, Jordi Tura, Flavio Baccari, Antonio Acín, Maciej Lewenstein, Remigiusz Augusiak
Device-Independent Witnesses of Entanglement Depth from two-body correlators
published pages: , ISSN: , DOI:
arXiv 2019-07-19
2018 F. Baccari, R. Augusiak, I. Šupić, J. Tura, A. Acín
Scalable Bell inequalities for qubit graph states and robust self-testing
published pages: , ISSN: , DOI:
arXiv 2019-07-19
2019 Yimin Ge, Jordi Tura, J. Ignacio Cirac
Faster ground state preparation and high-precision ground energy estimation with fewer qubits
published pages: 22202, ISSN: 0022-2488, DOI: 10.1063/1.5027484
Journal of Mathematical Physics 60/2 2019-07-19
2018 C. Abellán, A. Acín, A. Alarcón, O. Alibart, C. K. Andersen, F. Andreoli, A. Beckert, F. A. Beduini, A. Bendersky, M. Bentivegna, P. Bierhorst, D. Burchardt, A. Cabello, J. Cariñe, S. Carrasco, G. Carvacho, D. Cavalcanti, R. Chaves, J. Cortés-Vega, A. Cuevas, A. Delgado, H. de Riedmatten, C. Eichler, P. Farrera, J. Fuenzalida, M. García-Matos, R. Garthoff, S. Gasparinetti, T. Gerrits, F. Ghafari Jouneghani, S. Glancy, E. S. Gómez, P. González, J.-Y. Guan, J. Handsteiner, J. Heinsoo, G. Heinze, A. Hirschmann, O. Jiménez, F. Kaiser, E. Knill, L. T. Knoll, S. Krinner, P. Kurpiers, M. A. Larotonda, J.-Å. Larsson, A. Lenhard, H. Li, M.-H. Li, G. Lima, B. Liu, Y. Liu, I. H. López Grande, T. Lunghi, X. Ma, O. S. Magaña-Loaiza, P. Magnard, A. Magnoni, M. Martí-Prieto, D. Martínez, P. Mataloni, A. Mattar, M. Mazzera, R. P. Mirin, M. W. Mitchell, S. Nam, M. Oppliger, J.-W. Pan, R. B. Patel, G. J. Pryde, D. Rauch, K. Redeker, D. Rieländer, M. Ringbauer, T. Roberson, W. Rosenfeld, Y. Salathé, L. Santodonato, G. Sauder, T. Scheidl, C. T. Schmiegelow, F. Sciarrino, A. Seri, L. K. Shalm, S.-C. Shi, S. Slussarenko, M. J. Stevens, S. Tanzilli, F. Toledo, J. Tura, R. Ursin, P. Vergyris, V. B. Verma, T. Walter, A. Wallraff, Z. Wang, H. Weinfurter, M. M. Weston, A. G. White, C. Wu, G. B. Xavier, L. You, X. Yuan, A. Zeilinger, Q. Zhang, W. Zhang & J. Zhong
Challenging local realism with human choices
published pages: 212-216, ISSN: 0028-0836, DOI: 10.1038/s41586-018-0085-3
Nature 557/7704 2019-07-19
2018 R. Augusiak, M. Demianowicz, J. Tura
Constructing genuinely entangled multipartite states with applications to local hidden variables and local hidden states models
published pages: 12321, ISSN: 2469-9926, DOI: 10.1103/physreva.98.012321
Physical Review A 98/1 2019-07-19
2018 Flavio Baccari, Jordi Tura, Matteo Fadel, Albert Aloy, Jean-Daniel Bancal, Nicolas Sangouard, Maciej Lewenstein, Antonio Acín, Remigiusz Augusiak
Bell correlations depth in many-body systems
published pages: , ISSN: , DOI:
arXiv 2019-07-19

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