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)

Engineered dissipation to mitigate barren plateaus

Antonio Sannia, Francesco Tacchino, Ivano Tavernelli, Gian Luca Giorgi, Roberta Zambrini
Submitted (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)

Mean-field dynamics of open quantum systems with collective operator-valued rates: validity and application

Fiorelli, Eliana; Müller, Markus; Lesanovsky, Igor; Carollo, Federico.
New Journal of Physics 25, 083010 (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)

Online quantum time series processing with random oscillator networks

Nokkala; Johannes
Scientific Reports 13, 7694 (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)

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)

Dynamics of a dispersively coupled transmon qubit in the presence of a noise source embedded in the control line

Vaaranta, Antti; Cattaneo, Marco; Lake, Russell
Physical Review A 106, 042605 (2022)

Hacia la soberanía digital para sostener la sociedad futura

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

Quantum Reservoir Computing for Speckle-Disorder Potentials

Mujal, Pere
Condensed Matter 7, 17 (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)

Metastable quantum entrainment

Cabot, Albert; Giorgi, Gian Luca; Zambrini, Roberta
New 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, Roberta
Emerging Topics in Artificial Intelligence (ETAI) 2021, SPIE, International Society for Optics and Photonics, 11804, 20-29 (2021)

Search all publications

Publications

Publications: QUAREC

Dissipation as a resource for Quantum Reservoir Computing

Engineered dissipation to mitigate barren plateaus

Experimental Optical Simulator of Reconfigurable and Complex Quantum Environment

Information Processing Capacity of Spin-Based Quantum Reservoir Computing Systems

Reservoir computing in quantum systems

Mean-field dynamics of open quantum systems with collective operator-valued rates: validity and application

Scalable Photonic Platform for Real-Time Quantum Reservoir Computing

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

Online quantum time series processing with random oscillator networks

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

Time-Series Quantum Reservoir Computing with Weak and Projective Measurements

Local probing of dynamical phase transitions by repeated partial information erasure

Benchmarking the Role of Particle Statistics in Quantum Reservoir Computing

A brief journey through collision models for multipartite open quantum dynamics

Dynamics of a dispersively coupled transmon qubit in the presence of a noise source embedded in the control line

Hacia la soberanía digital para sostener la sociedad futura

High-Performance Reservoir Computing With Fluctuations in Linear Networks

Quantum thermodynamics under continuous monitoring: a general framework

Quantum synchronisation and clustering in chiral networks

Quantum Reservoir Computing for Speckle-Disorder Potentials

Synchronization and collective phenomena in quantum dissipative systems

Analytical Evidence of Nonlinearity in Qubits and Continuous-Variable Quantum Reservoir Computing

Metastable quantum entrainment

Quantum reservoir computing in bosonic networks

Dynamical phase transitions in quantum reservoir computing

Opportunities in Quantum Reservoir Computing and Extreme Learning Machines

Synchronization and Non-Markovianity in open quantum systems

Intermittent decoherence blockade in a chiral ring environment

Synchronization and coalescence in a dissipative two-qubit system

Bath-induced collective phenomena on superconducting qubits: synchronization, subradiance, and entanglement generation

Supervised learning of few dirty bosons with variable particle number

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

Influence of Measurements on Continuous Variable Quantum Reservoir Computing

Fundamentals of Information Processing on an Analog Reservoir Computer

The role of coherence in Quantum Reservoir Computing

Search all publications