36 citations · 85 across the 7 of their papers we have counts for
7 papers
Quantum neural network autoencoder and classifier applied to an industrial case study
Stefano Mangini, Alessia Marruzzo, Marco Piantanida +3
Quantum computing technologies are in the process of moving from academic research to real industrial applications, with the first hints of quantum advantage demonstrated in recent…
Improved Pseudolikelihood Regularization and Decimation methods on Non-linearly Interacting Systems with Continuous Variables
Alessia Marruzzo, Payal Tyagi, Fabrizio Antenucci +2
We propose and test improvements to state-of-the-art techniques of Bayeasian statistical inference based on pseudolikelihood maximization with regularization and with deci…
Inverse problem for multi-body interaction of nonlinear waves
Alessia Marruzzo, Payal Tyagi, Fabrizio Antenucci +2
The inverse problem is studied in multi-body systems with nonlinear dynamics representing, e.g., phase-locked wave systems, standard multimode and random lasers. Using a general mo…
Regularization and decimation pseudolikelihood approaches to statistical inference in -spin models
Payal Tyagi, Alessia Marruzzo, Andrea Pagnani +2
We implement a pseudolikelyhood approach with l2-regularization as well as the recently introduced pseudolikelihood with decimation procedure to the inverse problem in continuous s…
Multi-body quenched disordered and -clock models on random graphs
Alessia Marruzzo, Luca Leuzzi
The model with four-body quenched disordered interactions and its discrete -clock proxy is studied on bipartite random graphs by means of the cavity method. The phase diagr…
Statistical mechanics models for multimode lasers and random lasers
F. Antenucci, A. Crisanti, M. Ibáñez Berganza +2
We review recent statistical mechanical approaches to multimode laser theory. The theory has proved very effective to describe standard lasers. We refer of the mean field theory fo…
Nonlinear and -clock models on sparse random graphs: mode-locking transition of localized waves
Alessia Marruzzo, Luca Leuzzi
A statistical mechanic study of the model with nonlinear interaction is presented on bipartite sparse random graphs. The model properties are compared to those of the -cloc…