QUARESC (CSIC) QUANTUM MACHINE LEARNING USING RESERVOIR COMPUTING

  • I.P.: Roberta Zambrini
  • Data d'inici: 1 juny de 2020
  • Data de finalització: 31 desembre de 2023

The QuaResC project engages in a new collaboration UIB and CSIC researchers at IFISC with the objective to address an interdisciplinary topic between artificial intelligence and quantum physics: quantum machine learning using reservoir computing. The PIs of QuaResC Roberta Zambrini (CSIC) and Miguel C. Soriano (UIB) recently have started to explore the possibility to join their efforts and experience in the new direction of quantum machine learning. The project aims at extending the reservoir computing paradigm into the quantum regime exploiting quantum networks as a specific realization of quantum machine learning. The goal of QuaResC is a systematic exploration of different implementations of quantum reservoir computing both with qubits and continuous variables to address their capability and to establish the possibility of a quantum advantage in the context of noisy intermediate-scale quantum computing (NISQ). The project is coordinated with two subprojects (1) Quantum reservoir computing and quantum complex systems and (2) Quantum reservoir computing and non-linear dynamical systems.
External collaborators include: Claudio Gallicchio (University of Pisa), Sabrina Maniscalco (University of Turku) and Valentina Parigi (Kastler–Brossel Laboratory).

Investigadors

Gian Luca Giorgi

Gian Luca Giorgi

Marco Cattaneo

Marco Cattaneo

Publicacions recents

Engineered dissipation to mitigate barren plateaus

Sannia, Antonio; Tacchino, Francesco; Tavernelli, Ivano; Giorgi, Gian Luca; Zambrini, Roberta
npj Quantum Information 10, (2024)

Nonequilibrium Transition between Dissipative Time Crystals

Cabot, Albert; Giorgi, Gian Luca; Zambrini, Roberta
PRX Quantum 5 , 030325 (1-22) (2024)

Dissipation as a resource for Quantum Reservoir Computing

Sannia, Antonio; Martínez-Peña, Rodrigo; Soriano, Miguel C.; Giorgi, Gian Luca; Zambrini, Roberta
Quantum 8, 1291 (2024)

Experimental Optical Simulator of Reconfigurable and Complex Quantum Environment

Renault, P.; Nokkala, J.; Roeland, G.; Joly, N.Y.; Zambrini, R.; Maniscalco, S.; Piilo, Y.; Treps; N.; Parigi.P
Physical Review X Quantum 4, 040310 (2023)

Information Processing Capacity of Spin-Based Quantum Reservoir Computing Systems

Martínez-Peña, R.; Nokkala, J.; Giorgi, G. L.; Zambrini, R.; Soriano, M. C.
Cognitive Computation 15, 1440-1451 (2023)

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