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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Ingo Fischer
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Llorenç Serra
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Roberta Zambrini
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Stefano Longhi
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Miguel C. Soriano
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Gian Luca Giorgi
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Pere Mujal
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Rodrigo Martínez
Recent Publications
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)
Opportunities in Quantum Reservoir Computing and Extreme Learning Machines
Mujal, Pere; Martínez-Peña, Rodrigo; Nokkala, Johannes; García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, RobertaAdvanced Quantum Technologies , 2100027 (2021)
Synchronization and Non-Markovianity in open quantum systems
Karpat, G; Yalçınkaya, İ; Çakmak, B; Giorgi, G. L.; Zambrini, RPhysical Review A 103, 062217 (1-10) (2021)
Intermittent decoherence blockade in a chiral ring environment
Lorenzo, Salvatore; Longhi, Stefano; Cabot, Albert; Zambrini, Roberta; Giorgi Gian LucaScientific Reports 11, 12834 (1-10) (2021)