Publicacions

Experimental optical simulator of reconfigurable and complex quantum environment

Renault, P.; Nokkala, J.; Roeland, G.; Joly, N.Y.; Zambrini, R.; Maniscalco,S.; Piilo,J.; Treps,N.; Parigi,V.
Physical Review X Quantum , (2023)

Nonequilibrium transition between a continuous and a discrete time-crystal

Cabot, Albert; Giorgi, Gian Luca; Zambrini, Roberta
Submitted (2023)

Online quantum time series processing with random oscillator networks

Nokkala; Johannes
Scientific Reports 13, 7694 (2023)

Neural network learning with photonics and for photonic circuit design

Brunner, D.; Soriano, M. C.; Fan, S.
Nanophotonics 12, 773-775 (2023)

A hybrid classical-quantum approach to speed-up Q-learning

A. Sannia, A. Giordano, N. Lo Gullo, C. Mastroianni, F. Plastina
Scientific Reports , (2023)

Time-Series Quantum Reservoir Computing with Weak and Projective Measurements

Mujal, Pere; Martínez-Peña, Rodrigo; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
npj Quantum Information 9, 16 (2023)

Local probing of dynamical phase transitions by repeated partial information erasure

Hira Ali (supervisors Gian Luca Giorgi and Roberta Zambrini)
Master Thesis (2023)

Dissipation as a resource for Quantum Reservoir Computing

Antonio Sannia, Rodrigo Martínez-Peña, Miguel C. Soriano, Gian Luca Giorgi, Roberta Zambrini
Submitted (2023)

Benchmarking the Role of Particle Statistics in Quantum Reservoir Computing

Llodrà, Guillem; Charalambous, Christos; Giorgi, Gian Luca; Zambrini, Roberta
Advanced Quantum Technologies 2022, 2200100 (1-10) (2022)

Learn one size to infer all: Exploiting translational symmetries in delay-dynamical and spatiotemporal systems using scalable neural networks

Goldmann, Mirko; Mirasso, Claudio R.; Fischer, Ingo; Soriano, Miguel C.
Physical Review E 106, 044211 (2022)

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 33, 2664-2675 (2022)

Information Processing Capacity of a Single-Node Reservoir Computer: An Experimental Evaluation

Vettelschoss, Benedikt; Röhm, André; Soriano, Miguel C.
IEEE Transactions on Neural Networks and Learning Systems 33, 2714-2725 (2022)

Quantum synchronisation and clustering in chiral networks

Lorenzo, Salvatore; Militello, Benedetto; Napoli, Anna; Zambrini, Roberta; Palma, G.Massimo
New Journal of Physics 24, 023030 (2022)

Quantum Reservoir Computing for Speckle-Disorder Potentials

Mujal, Pere
Condensed Matter 7, 17 (2022)

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, 045008 (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)

Time-Delay Identification Using Multiscale Ordinal Quantifiers

Soriano, Miguel C.; Zunino, Luciano
Entropy 23, 969 (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, Roberta
Advanced Quantum Technologies , 2100027 (2021)

Synchronization and Non-Markovianity in open quantum systems

Karpat, G; Yalçınkaya, İ; Çakmak, B; Giorgi, G. L.; Zambrini, R
Physical Review A 103, 062217 (1-10) (2021)

Gaussian states of continuous-variable quantum systems provide universal and versatile reservoir computing

Nokkala, Johannes;Martínez-Peña, Rodrigo;Giorgi, Gian Luca; Parigi, Valentina;Soriano, Miguel C.;Zambrini, Roberta
Communications Physics 4, 53 (2021)

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 , (2021)

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