QUAREC
QUAREC MACHINE LEARNING WITH QUANTUM RESERVOIR COMPUTING

  • P.I.: Roberta Zambrini
  • Start date: July 1, 2020
  • End date: June 30, 2023

Project funded by the government of the Balearic Islands with the goal of extending Reservoir Computing into the quantum domain. The project is mainly theoretical/numerical, but also deals with the identification of suitable platforms for experimental implementations.

Researchers

  • Miguel C. Soriano

    Miguel C. Soriano

  • Ingo Fischer

    Ingo Fischer

  • Llorenç Serra

    Llorenç Serra

  • Roberta Zambrini

    Roberta Zambrini

  • Gian Luca Giorgi

    Gian Luca Giorgi

  • Stefano Longhi

    Stefano Longhi

  • Pere Mujal

    Pere Mujal

  • Rodrigo Martínez

    Rodrigo Martínez

Recent Publications

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)

Engineered dissipation to mitigate barren plateaus

Antonio Sannia, Francesco Tacchino, Ivano Tavernelli, Gian Luca Giorgi, Roberta Zambrini
Submitted (2023)

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)

Reservoir computing in quantum systems

Martínez-Peña, Rodrigo (Supervisors: Zambrini, Roberta; C. Soriano, Miguel)
PhD Thesis (2023)

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