QUAREC
MACHINE LEARNING WITH QUANTUM RESERVOIR COMPUTING
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
-
Llorenç Serra
-
Roberta Zambrini
-
Stefano Longhi
-
Miguel C. Soriano
-
Gian Luca Giorgi
-
Pere Mujal
-
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, RobertaJournal of Physics: Complexity 2, (2021)
Metastable quantum entrainment
Cabot, Albert; Giorgi, Gian Luca; Zambrini, RobertaNew 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, RobertaEmerging 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, RobertaPhysical 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)
