5 papers · 1 filter
Quantum circuit partition as a maze: emerging percolation transition via path finding
P. Zentilini, M. Guatto, F. Preti +4
In quantum circuit optimization, circuit partitioning enables the optimization process to be parallelized across multiple devices. Each device is responsible for either reducing th…
Quantum reservoir computing induced by controllable damping
Emanuele Ricci, Francesco Monzani, Luca Nigro +1
Quantum reservoir computing has emerged as a promising machine learning paradigm for processing temporal data on near-term quantum devices, as it allows for exploiting the large co…
Non-unital noise in a superconducting quantum computer as a computational resource for reservoir computing
Francesco Monzani, Emanuele Ricci, Luca Nigro +1
We identify a noise model that ensures the functioning of an echo state network employing a gate-based quantum computer for reservoir computing applications. Energy dissipation ind…
Simulation of a Three-Nucleons System Transition on Quantum Circuits
Luca Nigro, Carlo Barbieri, Enrico Prati
Quantum computers have proven to be effective in simulating many quantum systems. Simulating nuclear processes and state preparation poses significant challenges, even for traditio…
Universality conditions of unified classical and quantum reservoir computing
Francesco Monzani, Enrico Prati
Reservoir computing is a versatile paradigm in computational neuroscience and machine learning, that exploits the non-linear dynamics of a dynamical system - the reservoir - to eff…