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

  • Ingo Fischer

    Ingo Fischer

  • Llorenç Serra

    Llorenç Serra

  • Roberta Zambrini

    Roberta Zambrini

  • Stefano Longhi

    Stefano Longhi

  • Miguel C. Soriano

    Miguel C. Soriano

  • Gian Luca Giorgi

    Gian Luca Giorgi

  • Pere Mujal

    Pere Mujal

  • Rodrigo Martínez

    Rodrigo Martínez

Recent Publications

Analytical Evidence of Nonlinearity in Qubits and Continuous-Variable Quantum Reservoir Computing

Mujal, Pere; Nokkala, Johannes; Martinez-Peña, Rodrigo; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
Journal of Physics: Complexity 2, (2021)

Metastable quantum entrainment

Cabot, Albert; Giorgi, Gian Luca; Zambrini, Roberta
New Journal of Physics 23, 103017 (2021)

Quantum reservoir computing in bosonic networks

Mujal, Pere; Nokkala, Johannes; Martinez-Peña, Rodrigo; García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
Emerging Topics in Artificial Intelligence (ETAI) 2021, SPIE, International Society for Optics and Photonics, 11804, 20-29 (2021)

Dynamical phase transitions in quantum reservoir computing

Martínez-Peña, Rodrigo; Giorgi, Gian Luca; Nokkala, Johannes; Soriano, Miguel C.; Zambrini, Roberta
Physical Review Letters 127, 100502 (1-7) (2021)

High-Performance Reservoir Computing With Fluctuations in Linear Networks

Nokkala, Johannes; Martínez-Peña, Rodrigo; Zambrini, Roberta; Soriano, Miguel C.
IEEE Transactions on Neural Networks and Learning Systems , (2021)

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