Artificial agency and learning in quantum environments

Project Information

QuantAI

Grant agreement ID: 101055129

DOI

10.3030/101055129

EC signature date 24 May 2022

Start date 1 October 2022

End date 30 September 2027

Funded under

• European Research Council (ERC)

Total cost

€ 2 472 435,00

EU contribution

€ 2 472 435,00

Coordinated by

UNIVERSITAET INNSBRUCK
Austria

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 (16)

The Min-Entropy of Classical-Quantum Combs for Measurement-Based Applications

Author(s): Isaac D. Smith, Marius Krumm, Lukas J. Fiderer, Hendrik Poulsen Nautrup, Hans J. Briegel
Published in: Quantum, Issue 7, 2023, ISSN 2521-327X
Publisher: Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften
DOI: 10.22331/q-2023-12-12-1206

Quantum machine learning beyond kernel methods

Author(s): Sofiene Jerbi, Lukas J. Fiderer, Hendrik Poulsen Nautrup, Jonas M. Kübler, Hans J. Briegel, Vedran Dunjko
Published in: Nature Communications, Issue 14, 2023, ISSN 2041-1723
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41467-023-36159-Y

Quantum circuit synthesis with diffusion models

Author(s): Florian Fürrutter, Gorka Muñoz-Gil, Hans J. Briegel
Published in: Nature Machine Intelligence, Issue 6, 2024, ISSN 2522-5839
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/s42256-024-00831-9

Preface: characterisation of physical processes from anomalous diffusion data

Author(s): Carlo Manzo, Gorka Muñoz-Gil, Giovanni Volpe, Miguel Angel Garcia-March, Maciej Lewenstein, Ralf Metzler
Published in: Journal of Physics A: Mathematical and Theoretical, Issue 56, 2023, ISSN 1751-8113
Publisher: IOP Publishing
DOI: 10.1088/1751-8121/acb1e1

Measurement-based quantum computation from Clifford quantum cellular automata

Author(s): Hendrik Poulsen Nautrup, Hans J. Briegel
Published in: Physical Review A, Issue 110, 2024, ISSN 2469-9926
Publisher: American Physical Society (APS)
DOI: 10.1103/PhysRevA.110.062617

Learning how to find targets in the micro-world: the case of intermittent active Brownian particles

Author(s): Michele Caraglio, Harpreet Kaur, Lukas J. Fiderer, Andrea López-Incera, Hans J. Briegel, Thomas Franosch, Gorka Muñoz-Gil
Published in: Soft Matter, Issue 20, 2024, ISSN 1744-683X
Publisher: Royal Society of Chemistry (RSC)
DOI: 10.1039/D3SM01680C

How a Minimal Learning Agent can Infer the Existence of Unobserved Variables in a Complex Environment

Author(s): Benjamin Eva, Katja Ried, Thomas Müller, Hans J. Briegel
Published in: Minds and Machines, Issue 33, 2022, ISSN 0924-6495
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/S11023-022-09619-5

Operationally meaningful representations of physical systems in neural networks

Author(s): Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiene Jerbi, Lea M Trenkwalder, Henrik Wilming, Hans J Briegel, Renato Renner
Published in: Machine Learning: Science and Technology, Issue 3, 2022, ISSN 2632-2153
Publisher: IOP Publishing
DOI: 10.1088/2632-2153/ac9ae8

Symmetry-enriched topological order from partially gauging symmetry-protected topologically ordered states assisted by measurements

Author(s): Yabo Li, Hiroki Sukeno, Aswin Parayil Mana, Hendrik Poulsen Nautrup, Tzu-Chieh Wei
Published in: Physical Review B, Issue 108, 2023, ISSN 2469-9950
Publisher: American Physical Society (APS)
DOI: 10.1103/PhysRevB.108.115144

"Parity Quantum Computing as <mml:math xmlns:mml=""http://www.w3.org/1998/Math/MathML"" display=""inline""><mml:mrow><mml:mi>y</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math>-Plane Measurement-Based Quantum Computing"

Author(s): Isaac D. Smith, Hendrik Poulsen Nautrup, Hans J. Briegel
Published in: Physical Review Letters, Issue 132, 2024, ISSN 0031-9007
Publisher: American Physical Society (APS)
DOI: 10.1103/PhysRevLett.132.220602

Free Agency and Determinism: Is There a Sensible Definition of Computational Sourcehood?

Author(s): Marius Krumm, Markus P. Müller
Published in: Entropy, Issue 25, 2023, ISSN 1099-4300
Publisher: MDPI AG
DOI: 10.3390/e25060903

Variational measurement-based quantum computation for generative modeling

Author(s): Arunava Majumder, Marius Krumm, Tina Radkohl, Lukas J. Fiderer, Hendrik Poulsen Nautrup, Sofiene Jerbi, Hans J. Briegel
Published in: Physical Review A, Issue 110, 2024, ISSN 2469-9926
Publisher: American Physical Society (APS)
DOI: 10.1103/PhysRevA.110.062616

Hybrid discrete-continuous compilation of trapped-ion quantum circuits with deep reinforcement learning

Author(s): Francesco Preti, Michael Schilling, Sofiene Jerbi, Lea M. Trenkwalder, Hendrik Poulsen Nautrup, Felix Motzoi, Hans J. Briegel
Published in: Quantum, Issue 8, 2024, ISSN 2521-327X
Publisher: Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften
DOI: 10.22331/q-2024-05-14-1343

Towards interpretable quantum machine learning via single-photon quantum walks

Author(s): Fulvio Flamini, Marius Krumm, Lukas J Fiderer, Thomas Müller, Hans J Briegel
Published in: Quantum Science and Technology, Issue 9, 2024, ISSN 2058-9565
Publisher: IOP Publishing
DOI: 10.1088/2058-9565/ad5907

Optimal foraging strategies can be learned

Author(s): Gorka Muñoz-Gil, Andrea López-Incera, Lukas J Fiderer, Hans J Briegel
Published in: New Journal of Physics, Issue 26, 2024, ISSN 1367-2630
Publisher: IOP Publishing
DOI: 10.1088/1367-2630/ad19a8

Automated gadget discovery in the quantum domain

Author(s): Lea M Trenkwalder, Andrea López-Incera, Hendrik Poulsen Nautrup, Fulvio Flamini, Hans J Briegel
Published in: Machine Learning: Science and Technology, Issue 4, 2023, ISSN 2632-2153
Publisher: IOP Publishing
DOI: 10.1088/2632-2153/acf098

Other (5)

Free Energy Projective Simulation (FEPS): Active inference with interpretability

Author(s): Joséphine Pazem, Marius Krumm, Alexander Q. Vining, Lukas J. Fiderer, Hans J. Briegel
Published in: arXiv preprint, 2024
Publisher: arXiv
DOI: 10.48550/arXiv.2411.14991

Optimally generating su(2N) using Pauli strings

Author(s): Isaac D. Smith, Maxime Cautrs, David T. Stephen, Hendrik Poulsen Nautrup
Published in: arxiv preprint, 2024
Publisher: arxiv
DOI: 10.48550/arXiv.2408.03294

Quantitative evaluation of methods to analyze motion changes in single-particle experiments

Author(s): Gorka Muoz-Gil, Harshith Bachimanchi, Jess Pineda, Benjamin Midtvedt, Maciej Lewenstein, Ralf Metzler, Diego Krapf, Giovanni Volpe, Carlo Manzo
Published in: arxiv preprint, 2023
Publisher: arxiv
DOI: 10.48550/arXiv.2311.18100

A Universal Quantum Computer From Relativistic Motion

Author(s): Philip A. LeMaitre, T. Rick Perche, Marius Krumm, Hans J. Briegel
Published in: arxiv preprint, 2024
Publisher: arxiv
DOI: 10.48550/arXiv.2411.00105

Multi-Excitation Projective Simulation with a Many-Body Physics Inspired Inductive Bias

Author(s): LeMaitre, Philip A.; Krumm, Marius; Briegel, Hans J.
Published in: arxiv preprint, 2024
Publisher: arxiv
DOI: 10.48550/arxiv.2402.10192