13 papers
Quantum Synchronization
Parvinder Solanki, Albert Cabot, Fernando Iemini +8
Natural and engineered classical systems are replete with examples of synchronization, understood as the adjustment of rhythms of physical systems. Such synchronization is at the h…
Quantum reservoir computing in Jaynes-Cummings models: Nonlinear memory and time-series prediction
Sreetama Das, Gian Luca Giorgi, Roberta Zambrini
We investigate quantum reservoir computing (QRC) using a hybrid qubit-boson system described by the Jaynes-Cummings (JC) Hamiltonian and its dispersive limit (DJC). These models pr…
Learning functions of quantum states with distributed architectures
Marta Gili, Eliana Fiorelli, Ane Blázquez-GarcÃa +2
Distributed architectures are gaining prominence in quantum machine learning as a means to overcome hardware limitations and enable scalable quantum information processing. In this…
Experimental memory control in continuous variable optical quantum reservoir computing
Iris Paparelle, Johan Henaff, Jorge Garcia-Beni +6
Quantum reservoir computing (QRC) offers a promising framework for online quantum-enhanced machine learning tailored to temporal tasks, yet practical implementations with native me…
Exponential concentration and symmetries in Quantum Reservoir Computing
Antonio Sannia, Gian Luca Giorgi, Roberta Zambrini
Quantum reservoir computing (QRC) is an emerging framework for near-term quantum machine learning that offers in-memory processing, platform versatility across analogue and digital…
Unveiling hidden features of the Kitaev model through a complex-network analysis
Guillem LlodrÃ, Roberta Zambrini, Gian Luca Giorgi
We introduce a density matrix-based network analysis to explore the ground state of the Kitaev chain, uncovering previously hidden structural and entanglement features. This approa…