Quantum Optimization of Fully-Connected Spin Glasses
Disordered Systems and Neural Networks
2015-09-23 v1 Quantum Physics
Abstract
The Sherrington-Kirkpatrick model with random couplings is programmed on the D-Wave Two annealer featuring 509 qubits interacting on a Chimera-type graph. The performance of the optimizer compares and correlates to simulated annealing. When considering the effect of the static noise, which degrades the performance of the annealer, one can estimate an improvement on the comparative scaling of the two methods in favor of the D-Wave machine. The optimal choice of parameters of the embedding on the Chimera graph is shown to be associated to the emergence of the spin-glass critical temperature of the embedded problem.
Cite
@article{arxiv.1406.7553,
title = {Quantum Optimization of Fully-Connected Spin Glasses},
author = {Davide Venturelli and Salvatore Mandrà and Sergey Knysh and Bryan O'Gorman and Rupak Biswas and Vadim Smelyanskiy},
journal= {arXiv preprint arXiv:1406.7553},
year = {2015}
}
Comments
includes supplemental material