Publications

Learning functions of quantum states with distributed architectures

Gili, Marta; Fiorelli, Eliana; Blázquez-García, Ane; Girogi, Gian Luca; Zambrini, Roberta
Quantum Machine Intelligence 8, 63 (2026)

Quantum reservoir computing in Jaynes-Cummings models: Nonlinear memory and time-series prediction

Sreetama Das, Gian Luca Giorgi, Roberta Zambrini
Physical Review Research 8, 023148 (2026)

Experimental memory control in continuous variable optical quantum reservoir computing

Paparelle, Iris; Henaff, Johan; Garcia-Beni, Jorge; Gillet, Emilie; Montesinos, Daniel; Giorgi, Gian Luca; C Soriano, Miguel; Zambrini, Roberta; Parigi, Valentina
Nature Photonics 20, 413–420 (2026)

Machine Learning Using Quantum Light

García-Beni, Jorge (Supervisors: Soriano, Miguel C.; Giorgi, Gian Luca; Zambrini, Roberta)
PhD Thesis (2026)

Exponential concentration and symmetries in Quantum Reservoir Computing

Sannia, A; Giorgi, Gian Luca; Zambrini, Roberta
Submitted (2026)

Non-Markovianity and memory enhancement in Quantum Reservoir Computing

Sannia, A; Ravell Rodríguez, Ricard; Giorgi, Gian Luca; Zambrini, Roberta
Submitted (2026)

Quantum reservoir computing using Jaynes-Cummings model

Sreetama Das, Gian Luca Giorgi, Roberta Zambrini
Submitted (2026)

Quantum reservoir computing in Jaynes-Cummings models: Nonlinear memory and time-series prediction

Das, Sreetama; Giorgi, Gian Luca; Zambrini, Roberta
Submitted (2026)

Unveiling Hidden Features of Strongly Correlated Quantum Systems Through a Complex-Network Analysis

Llodrà, Guillem; Zambrini, Roberta; Giorgi, Gian Luca
Advanced Quantum Technologies , (2025)

Neural Networks in Deep Quantum-Classical Architectures

Mateu Coll Comas (Supervisors Zambrini, Roberta; Giorgi, Gian Luca)
Master Thesis (2025)

Quantum adiabatic computation via bifurcation for solving combinatorial problems

Gallardo Calleja, Pablo (Supervisors Zambrini, Roberta; Giorgi, Gian Luca)
Master Thesis (2025)

Quantum reservoir computing with metastable dynamics

Cañellas García, Albert (Roberta Zambrini and Gian Luca Giorgi)
Master Thesis (2025)

Theoretical framework for quantum associative memories

Labay-Mora, Adrià; Fiorelli, Eliana; Zambrini, Roberta; Giorgi, Gian Luca
Quantum Science and Technology 10, 035050 (1-30) (2025)

Quantum machine learning via continuous-variable cluster states and teleportation

García-Beni, Jorge; Paparelle, Iris; Parigi, Valentina; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
EPJ Quantum Technology 12, 63 (2025)

Liouvillian skin effect in quantum neural networks

Sannia, Antonio; Giorgi, Gian Luca; Longhi, Stefano; Zambrini, Roberta
Optica Quantum 3 (2), 189-194 (2025)

Quantum reservoir computing in atomic lattices

Guillem Llodrà, Pere Mujal, Roberta Zambrini, Gian Luca Giorgi
Chaos, Solitons & Fractals 195, (2025)

Conditional fluctuation theorems and entropy production for monitored quantum systems under imperfect detection

Ferri-Cortés, Mar; Almanza-Marreo, José A.; López, Rosa; Zambrini, Roberta; Manzano, Gonzalo
Phys. Rev. Research 7, 013077 (2025)

Neural networks with quantum states of light

Labay-Mora, Adrià; García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
Philosophical Transactions of the Royal Society A 382, 20230346 (1-24) (2024)

Role of coherence in many-body Quantum Reservoir Computing

Palacios, A; Martínez-Peña, R.; Soriano, M. C.; Giorgi, G. L.; Zambrini, R.
Communications Physics 7, 369 (2024)

Reservoir Computing with Quantum Memristors

Montesinos Capacete, Daniel (Zambrini, Roberta; Giorgi, Gian Luca)
Master Thesis (2024)

Engineered dissipation to mitigate barren plateaus

Sannia, Antonio; Tacchino, Francesco; Tavernelli, Ivano; Giorgi, Gian Luca; Zambrini, Roberta
npj Quantum Information 10, (2024)

Nonequilibrium Transition between Dissipative Time Crystals

Cabot, Albert; Giorgi, Gian Luca; Zambrini, Roberta
PRX Quantum 5 , 030325 (1-22) (2024)

Retrieving past quantum features with deep hybrid classical-quantum reservoir computing

Nokkala, Johannes; Giorgi, Gian Luca; Zambrini, Roberta
Machine Learning: Science and Technology 5, 035022 (1-14) (2024)

Optical phase encoding in a pulsed approach to reservoir computing

Henaff, Johan; Ansquer, Matthieu; Soriano, Miguel C.; Zambrini, Roberta; Treps, Nicolas; Parigi, Valentina
Optics Letters 49, 2097-2100 (2024)

Quantum fidelity kernel with a trapped-ion simulation platform

Martínez-Peña, Rodrigo; Soriano, Miguel C.; Zambrini, Roberta
Physical Review A 109, 042612 (2024)

Dissipation as a resource for Quantum Reservoir Computing

Sannia, Antonio; Martínez-Peña, Rodrigo; Soriano, Miguel C.; Giorgi, Gian Luca; Zambrini, Roberta
Quantum 8, 1291 (2024)

Quantum memories for squeezed and coherent superpositions in a driven-dissipative nonlinear oscillator

Labay-Mora, Adrià; Zambrini, Roberta; Giorgi, Gian Luca
Physical Review A 109, 032407 (1-15) (2024)

Squeezing as a resource for time series processing in quantum reservoir computing

García-Beni, Jorge; Giorgi, Gianluca; Soriano, Miguel C.; Zambrini, Roberta
Optics Express 32, 6733-6747 (2024)

Reservoir Computing on Quantum Circuits

Morgui Sancho, Oriol ( supervisors Giorgi,Giorgi; Zambrini,Roberta)
Master Thesis (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.P
Physical 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)

Scalable Photonic Platform for Real-Time Quantum Reservoir Computing

García-Beni, Jorge; Giorgi, Gian Luca; Soriano, Miguel C.; Zambrini, Roberta
Phys. Rev. Applied 20, 014051 (2023)

Quantum associative memory with a single driven-dissipative non-linear oscillator

Labay-Mora, Adrià; Zambrini, Roberta; Giorgi, Gian Luca
Physical Review Letters 19, 190602 (1-6) (2023)

Quantum simulation of dissipative collective effects on noisy quantum computers

Cattaneo, Marco; Rossi, Matteo A. C.; García-Pérez, Guillermo; Zambrini, Roberta; Maniscalco, Sabrina
PRX Quantum 4, 010324 (2023)

Characterization and simulation of multipartite open quantum systems

Cattaneo, Marco (Supervisors: Zambrini, Roberta; Maniscalco, Sabrina; Rossi, Matteo A.C. and Giorgi, Gian Luca)
PhD Thesis (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)

Benchmarking the Role of Particle Statistics in Quantum Reservoir Computing

Llodrà, Guillem; Charalambous, Christos; Giorgi, Gian Luca; Zambrini, Roberta
Advanced Quantum Technologies 6, 2200100 (1-10) (2023)

A brief journey through collision models for multipartite open quantum dynamics

Cattaneo, Marco; Giorgi, Gian Luca; Zambrini, Roberta; Maniscalco, Sabrina
Open Systems & Information Dynamics 29, 2250015 (2022)

The effects of coherence in quantum absorption refrigerators

Almanza Marrero, Jose Antonio; (Advisors: Manzano, Gonzalo; Zambrini, Roberta)
Master Thesis (2022)

Hacia la soberanía digital para sostener la sociedad futura

Zambrini, R; Rius, G.
CSIC Investiga 4: Sociedad Digital 4, 3-3 (2022)

Hacia la soberanı́a digital para sostener la sociedad futura

Zambrini, Roberta; Rius,Gemma
CSIC Investiga 4. Science Journal, Sociedad Digital’, 4, (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)

Quantum thermodynamics under continuous monitoring: a general framework

Manzano, Gonzalo; Zambrini, Roberta
AVS Quantum Science 4, 025302 (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)

Synchronization and collective phenomena in quantum dissipative systems

Cabot, Albert (supervisors: Zambrini, Roberta; Giorgi, Gian Luca)
PhD Thesis (2021)

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)

Spontaneous synchronization in spin systems

Rodrigo Bort, Lucía (Supervisors Zambrini, Roberta; Giorgi, Gian Luca)
Master Thesis (2021)

Metastable quantum entrainment

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

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