366 citations · 2k across the 43 of their papers we have counts for
5 papers · 1 filter
A Quantum Algorithm for the Sub-Graph Isomorphism Problem
Nicola Mariella, Andrea Simonetto
We propose a novel variational method for solving the sub-graph isomorphism problem on a gate-based quantum computer. The method relies (1) on a new representation of the adjacency…
Learning equilibria with personalized incentives in a class of nonmonotone games
Filippo Fabiani, Andrea Simonetto, Paul J. Goulart
We consider quadratic, nonmonotone generalized Nash equilibrium problems with symmetric interactions among the agents. Albeit this class of games is known to admit a potential func…
Best Approximate Quantum Compiling Problems
Liam Madden, Andrea Simonetto
We study the problem of finding the best approximate circuit that is the closest (in some pertinent metric) to a target circuit, and which satisfies a number of hardware constraint…
OpReg-Boost: Learning to Accelerate Online Algorithms with Operator Regression
Nicola Bastianello, Andrea Simonetto, Emiliano Dall'Anese
This paper presents a new regularization approach -- termed OpReg-Boost -- to boost the convergence and lessen the asymptotic error of online optimization and learning algorithms.…
Time-Varying Optimization of Networked Systems with Human Preferences
Ana M. Ospina, Andrea Simonetto, Emiliano Dall'Anese
This paper considers a time-varying optimization problem associated with a network of systems, with each of the systems shared by (and affecting) a number of individuals. The objec…