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
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Miguel C. Soriano
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Ingo Fischer
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Llorenç Serra
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Roberta Zambrini
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Gian Luca Giorgi
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Stefano Longhi
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Pere Mujal
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Rodrigo Martínez
Recent Publications
Dissipation as a resource for Quantum Reservoir Computing
Sannia, Antonio; Martínez-Peña, Rodrigo; Soriano, Miguel C.; Giorgi, Gian Luca; Zambrini, RobertaQuantum 8, 1291 (2024)
Engineered dissipation to mitigate barren plateaus
Antonio Sannia, Francesco Tacchino, Ivano Tavernelli, Gian Luca Giorgi, Roberta ZambriniSubmitted (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.PPhysical 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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