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NExt ApplicationS of Quantum Computing

Rezultaty

RO Beta (Open source software)

The first version of the readout optimization (RO) package will be available and the first version of the VQE solver for CO2+benzene will be made public, discussed in Task 4.5. RO Beta will contain a method to improve the readout quality by imposing fermionic marginal constraints on the measurement results, and a Bayesian optimizer for the number of measurements.

QNLP pre-alpha prototype

QNLP prealpha prototype

QRBS SW specifications
Implementation of QRL algorithm on real architecture
VA Beta and BBO Beta (Open source software)

A first version of the Hamiltonian preparation including beyond BornOppenheimer BBO terms will be finished and a first version of our variational algorithms VA package will be finished The BBO module will make use of PySCF and work at first only for very small molecules The VA Package will contain at least the VQEUSSCD Ansatz and a brute force translation to gates

Initial release of libraries

Initial release of libraries, then iterative releases in continuous integration mode between major release.

QPSA Divide and Quantum open source software
Completion of first software suite (Open source software)

We will have a combined release of VA 1.0, ASG Beta and BBO 1.0. This will allow for smooth benchmarking on simulated quantum computers. The individual tools will have the following specifications:• The full VA package will be released. Approaches like UCCSD and VHA will be included. Translation to gate sets will be provided. •A first version of the automatic subspace generation will be finished. It will at least be able to split a molecule into two parts, which can be evaluated independently on a quantum computer. Each part can be passed to BBO and, then to VA 1.0. •A first version of BBO module will be released.

QNLP alpha prototype
QCCC Alpha (Open source software)

The first version of the VQE solver for benzene will be made public discussed in Task 45

Preliminary QRBS software and IDC application specification

first version RBS and QRBS SW, spec doc cancer diagnosis application

myQLM special build

Special build with support of hardware platforms (full compilation chain), including validation report on the platforms

QPSA Quantum Walks / Markov algorithms

state of the art of quantum Markov algorithms and their application to the problem of PSA in the dynamic case, in addition to a series of test using relevant instances

Review of state-of-the-art for Pricing and Computation of VaR

Review of stateoftheart for Pricing and Computation of VaR

Extension of diagrammatical languages (i.e. ZX calculus), to represent Hamiltonians, and the specification of an algorithm to compute the exponential of the Hamiltonian

Extension of diagrammatical languages ie ZX calculus to represent Hamiltonians and the specification of an algorithm to compute the exponential of the Hamiltonian

QPSA Divide and Quantum benchmark report

report on the results on relevant instances defined in D66 and discussion on the obtained speedup

Update of review of state-of-the-art for Pricing and Computation of VaR

Update of Review of stateoftheart for Pricing and Computation of VaR Value at Risk

QRBS requirements analysis

requirements analysis of the RBS and QRBS frameworks

QPSA Divide and quantum mathematical foundation

study report assumptions mathematical background mathematical developments issues and limitations mathematical approach for solving the problem

Evaluation of quantum algorithms for pricing and computation of VaR
Specification of QRL algorithm for inventory management
QRBS models, architecture and formal specification

report on mathematical and algorithm models report on simulation results design document

QNLP design and formal specification

Design doc specification doc evaluation methodology doc for the software libraries and applications

Public website

The public website will be considered in this deliverable It will subsequently be maintained and updated to reflect the projects life

Publikacje

A Survey on Quantum Computational Finance for Derivatives Pricing and VaR

Autorzy: Gómez, Andrés; Leitao, Álvaro; Manzano, Alberto; Musso, Daniele; Nogueiras, María R.; Ordóñez, Gustavo; Vázquez, Carlos
Opublikowane w: Archives of Computational Methods in Engineering, Numer 1, 2022
Wydawca: Springer
DOI: 10.1007/s11831-022-09732-9

Completeness of Graphical Languages for Mixed State Quantum Mechanics

Autorzy: Titouan Carette, Emmanuel Jeandel, Simon Perdrix, Renaud Vilmart
Opublikowane w: ACM Transactions on Quantum Computing, 2021, ISSN 2643-6809
Wydawca: ACM
DOI: 10.1145/3464693

Improved analytical bounds on delivery times of long-distance entanglement

Autorzy: Coopmans, T.J.; Brand, Sebastiaan; Elkouss Coronas, D.
Opublikowane w: APS Physical Review A, Numer Vol 105, Numer 1, 2022, ISSN 2469-9926
Wydawca: American Physical Society
DOI: 10.1103/physreva.105.012608

Equivariant quantum circuits for learning on weighted graphs

Autorzy: Skolik, Andrea; Cattelan, Michele; Yarkoni, Sheir; Bäck, Thomas; Dunjko, Vedran
Opublikowane w: npj Quantum Information, Numer 9, 2023, Strona(/y) Article Number 47, ISSN 2056-6387
Wydawca: Springer Nature
DOI: 10.1038/s41534-023-00710-y

Quantum Machine Learning Beyond Kernel Methods

Autorzy: Jerbi, Sofiene; Fiderer, Lukas J.; Poulsen Nautrup, Hendrik; Kübler, Jonas M.; Briegel, Hans J.; Dunjko, Vedran
Opublikowane w: Nature Communications, Numer 14, 2023, Strona(/y) 517, ISSN 2041-1723
Wydawca: Nature Publishing Group
DOI: 10.1038/s41467-023-36159-y

Real Quantum Amplitude Estimation

Autorzy: Manzano, Alberto; Musso, Daniele; Leitao, Álvaro
Opublikowane w: EPJ Quantum Technology, Numer 10, 2023, Strona(/y) 2, ISSN 2196-0763
Wydawca: Springer Nature
DOI: 10.1140/epjqt/s40507-023-00159-0

Noisy intermediate-scale quantum computing algorithm for solving an n-vertex MaxCut problem with log(n) qubits

Autorzy: Marko J. Rančić
Opublikowane w: Physical Review Research, Numer Vol 5, Numer 1, 2023
Wydawca: American Physical Society
DOI: 10.1103/physrevresearch.5.l012021

Modelling carbon capture on metal-organic frameworks with quantum computing

Autorzy: Gabriel Greene-Diniz, David Zsolt Manrique, Wassil Sennane, Yann Magnin, Elvira Shishenina, Philippe Cordier, Philip Llewellyn, Michal Krompiec, Marko J. Rančić & David Muñoz Ramo
Opublikowane w: EPJ Quantum Technology, Numer Vol 9, article number 37, 2022, ISSN 2196-0763
Wydawca: Springer
DOI: 10.1140/epjqt/s40507-022-00155-w

Smooth input preparation for quantum and quantum-inspired machine learning

Autorzy: Zhikuan Zhao, Jack K. Fitzsimons, Patrick Rebentrost, Vedran Dunjko & Joseph F. Fitzsimons
Opublikowane w: Quantum Machine Intelligence, Numer 3, 2021, ISSN 2524-4914
Wydawca: Springer
DOI: 10.1007/s42484-021-00045-x

Uncertainty in Quantum Rule-Based Systems

Autorzy: Vicente Moret-Bonillo, Isaac Fernández-Varela, Diego Álvarez-Estévez
Opublikowane w: Archives of Clinical and Biomedical Research, Numer 05/01, 2021, Strona(/y) 42-60, ISSN 2572-5017
Wydawca: Fortune Journals
DOI: 10.26502/acbr.50170149

Solving various NP-hard problems using exponentially fewer qubits on a quantum computer

Autorzy: Yagnik Chatterjee, Eric Bourreau, and Marko J. Rančić
Opublikowane w: Physical Review A, Numer Vol 109, 2024, Strona(/y) Numer 5, ISSN 2469-9934
Wydawca: American Physical Society
DOI: 10.1103/physreva.109.052441

A Modular Framework for Generic Quantum Algorithms

Autorzy: Alberto Manzano; Daniele Musso; Álvaro Leitao; Andrés Gómez; Carlos Vázquez; Gustavo Ordóñez; María R. Nogueiras
Opublikowane w: Mathematics; Volume 10; Numer 5; Pages: 785, Numer 2, 2022, ISSN 2227-7390
Wydawca: MDPI
DOI: 10.3390/math10050785

A Quantum Computing Implementation of Nuclear-Electronic Orbital (NEO) Theory: Towards an Exact pre-Born-Oppenheimer Formulation of Molecular Quantum Systems

Autorzy: Arseny Kovyrshin, Mårten Skogh, Anders Broo, Stefano Mensa, Emre Sahin, Jason Crain, Ivano Tavernelli
Opublikowane w: The Journal of Chemical Physics, Numer Volume 158, Numer 21, 2023, ISSN 0021-9606
Wydawca: American Institute of Physics
DOI: 10.1063/5.0150291

Calculating the ground-state energy of benzene under spatial deformations with noisy quantum computing

Autorzy: Wassil Sennane, Jean-Philip Piquemal, and Marko J. Rančić
Opublikowane w: APS Physical Review A, Numer Vol 107, Numer 1, 2023, ISSN 2469-9926
Wydawca: American Physical Society
DOI: 10.1103/physreva.107.012416

Unsupervised strategies for identifying optimal parameters in Quantum Approximate Optimization Algorithm

Autorzy: Charles Moussa, Hao Wang, Thomas Bäck & Vedran Dunjko
Opublikowane w: EPJ Quantum Technology, Numer 9, 2022, Strona(/y) 11, ISSN 2196-0763
Wydawca: Springer Nature
DOI: 10.1140/epjqt/s40507-022-00131-4

Extension of the Trotterized Unitary Coupled Cluster to Triple Excitations

Autorzy: Mohammad Haidar; Marko J. Rančić; Yvon Maday; Jean-Philip Piquemal
Opublikowane w: The Journal of Physical Chemistry A, Numer 127, 15, 2023, Strona(/y) 3543-3550, ISSN 1089-5639
Wydawca: American Chemical Society
DOI: 10.1021/acs.jpca.3c01753

Open source variational quantum eigensolver extension ofthe quantum learning machine for quantum chemistry

Autorzy: Mohammad Haidar, Marko J. Rancic, Thomas Ayral, Yvon Maday, Jean-Philip Piquemal
Opublikowane w: WIREs Computational Molecular Science, 2023, ISSN 1759-0884
Wydawca: Wiley
DOI: 10.1002/wcms.1664

Quantum agents in the Gym: a variational quantum algorithm for deep Q-learning

Autorzy: Skolik, Andrea; Jerbi, Sofiene; Dunjko, Vedran
Opublikowane w: Quantum, Numer Volume 6, 2022, Strona(/y) 720
Wydawca: Quantum
DOI: 10.22331/q-2022-05-24-720

Nonadiabatic nuclear-electron dynamics: a quantum computing approach

Autorzy: Arseny Kovyrshin, Mårten Skogh, Lars Tornberg, Anders Broo, Stefano Mensa, Emre Sahin, Benjamin C. B. Symons, Jason Crain, Ivano Tavernelli
Opublikowane w: The Journal of Physical Chemistry Letters, Numer 14, 2023, Strona(/y) 7065–7072, ISSN 1948-7185
Wydawca: American Chemical Society
DOI: 10.1021/acs.jpclett.3c01589

Hybrid divide-and-conquer approach for tree search algorithms

Autorzy: Rennela, Mathys; Brand, Sebastiaan; Laarman, Alfons; Dunjko, Vedran
Opublikowane w: Numer 1, 2021
Wydawca: Arxiv
DOI: 10.5281/zenodo.5709974

Quantum Computing for Dealing with Inaccurate knowledge using the Certainty Factors Model

Autorzy: Vicente Moret-Bonillo, Samuel Magaz-Romero and Eduardo Mosqueira-Rey
Opublikowane w: Mathematics, 2022
Wydawca: MDPI
DOI: 10.3390/math10020189

Quantum Expectation Transformers for Cost Analysis

Autorzy: Martin Avanzini; Georg Moser; Romain Péchoux; Simon Perdrix; Vladimir Zamdzhiev
Opublikowane w: LICS '22: Proceedings of the 37th Annual ACM/IEEE Symposium on Logic in Computer Science, Numer 10, 2022, Strona(/y) 1-13, ISBN 9781450393515
Wydawca: ACM
DOI: 10.1145/3531130.3533332

Quantum Approach for Vertex Separator Problem in Directed Graphs

Autorzy: Ahmed Zaiou, Younès Bennani, Mohamed Hibti, Basarab Matei
Opublikowane w: Artificial Intelligence Applications and Innovations. AIAI 2022. IFIP Advances in Information and Communication Technology, Numer vol 646, 2022, ISBN 978-3-031-08333-4
Wydawca: Springer
DOI: 10.1007/978-3-031-08333-4_40

Quantum Arithmetic for Directly Embedded Arrays

Autorzy: Alberto Manzano; Daniele Musso; Álvaro Leitao; Andrés Gómez; Carlos Vázquez; Gustavo Ordóñez; María Rodríguez-Nogueiras
Opublikowane w: Proceedings of 4th XoveTIC Conference, Numer 2, 2021
Wydawca: MDPI
DOI: 10.3390/engproc2021007045

Graphical Language with Delayed Trace: Picturing Quantum Computing with Finite Memory

Autorzy: Titouan Carette, Marc de Visme, Simon Perdrix
Opublikowane w: Proceedings of the 36th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), 2021
Wydawca: IEEE
DOI: 10.1109/lics52264.2021.9470553

Quantum Factory Method: A Software Engineering Approach to Deal with Incompatibilities in Quantum Libraries

Autorzy: Magaz-Romero, S., Mosqueira-Rey, E., Alvarez-Estevez, D., Moret-Bonillo, V.
Opublikowane w: ICCS 2023. Lecture Notes in Computer Science, Numer Vol 10477, 2023, Strona(/y) 64-71, ISBN 978-3-031-36029-9
Wydawca: Springer
DOI: 10.1007/978-3-031-36030-5_6

Addition and Differentiation of ZX-Diagrams

Autorzy: Emmanuel Jeandel, Simon Perdrix, Margarita Veshchezerova
Opublikowane w: Proceedings of the 7th International Conference on Formal Structures for Computation and Deduction (FSCD 2022), 2022
Wydawca: Dagstuhl Publishing
DOI: 10.4230/lipics.fscd.2022.13

Parametrized quantum policies for reinforcement learning

Autorzy: Jerbi, Sofiene; Gyurik, Casper; Marshall, Simon C.; Briegel, Hans J.; Dunjko, Vedran
Opublikowane w: NeurIPS (Thirty-fifth Conference on Neural Information Processing Systems), Numer 3, 2021
Wydawca: NIPS

Tabu-Driven Quantum Neighborhood Samplers

Autorzy: Charles Moussa, Hao Wang, Henri Calandra, Thomas Bäck, Vedran Dunjko
Opublikowane w: Evolutionary Computation in Combinatorial Optimization - 21st European Conference, EvoCOP 2021, Held as Part of EvoStar 2021, Virtual Event, April 7–9, 2021, Proceedings, Numer 12692, 2021, Strona(/y) 100-119, ISBN 978-3-030-72903-5
Wydawca: Springer International Publishing
DOI: 10.1007/978-3-030-72904-2_7

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