Designing quantum annealing schedules using Bayesian optimization

We propose and analyze the use of Bayesian optimization techniques to design quantum annealing schedules with minimal user and resource requirements. We showcase our scheme with results for two paradigmatic spin models. We find that Bayesian optimization is able to identify schedules resulting in fi...

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Bibliographic Details
Main Authors: Jernej Rudi Finžgar, Martin J. A. Schuetz, J. Kyle Brubaker, Hidetoshi Nishimori, Helmut G. Katzgraber
Format: Article
Language:English
Published: American Physical Society 2024-04-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.6.023063