activity
20172022
most citedReinforcement Learning assisted Quantum Optimization

71 citations · 104 across the 3 of their papers we have counts for

collaborators

7 papers

quant-ph20225 cited

Reusability Report: Comparing gradient descent and monte carlo tree search optimization of quantum annealing schedules

Matteo M. Wauters, Evert van Nieuwenburg

We provide a reusability report of the method presented by Chen et al. in "Optimizing quantum annealing schedules with Monte Carlo tree search enhanced with neural networks" and ad…

quant-ph2021

Symmetries and conserved quantities of boundary time crystals in generalized spin models

Giulia Piccitto, Matteo Wauters, Franco Nori +1

We investigate how symmetries and conserved quantities relate to the occurrence of the boundary time crystal (BTC) phase in a generalized spin model with Lindblad dissipation. BTCs…

quant-ph202071 cited

Reinforcement Learning assisted Quantum Optimization

Matteo M. Wauters, Emanuele Panizon, Glen B. Mbeng +1

We propose a reinforcement learning (RL) scheme for feedback quantum control within the quan-tum approximate optimization algorithm (QAOA). QAOA requires a variational minimization…

quant-ph2020

Polynomial scaling of QAOA for ground-state preparation of the fully-connected p-spin ferromagnet

Matteo M. Wauters, Glen Bigan Mbeng, Giuseppe E. Santoro

We show that the quantum approximate optimization algorithm (QAOA) can construct with polynomially scaling resources the ground state of the fully-connected p-spin Ising ferromagne…

cond-mat.dis-nn2019

Localization, topology and quantized transport in disordered Floquet systems

Matteo M. Wauters, Angelo Russomanno, Roberta Citro +2

We investigate the transition induced by disorder in a periodically-driven one-dimensional model displaying quantized topological transport. We show that, while instantaneous eigen…

cond-mat.quant-gas2018

On the quantization of the Hall conductivity in the Harper-Hofstadter model

Matteo M. Wauters, Giuseppe E. Santoro

We study the robustness of the quantization of the Hall conductivity in the Harper-Hofstadter model towards the details of the protocol with which a longitudinal uniform driving fo…