The anomalously slow dynamics of inhomogeneous quantum annealing

Fuente: arXiv
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Auteurs principaux: Dadgar, Mohammadhossein, Baldwin, Christopher L.
Format: Preprint
Publié: 2025
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author Dadgar, Mohammadhossein
Baldwin, Christopher L.
author_facet Dadgar, Mohammadhossein
Baldwin, Christopher L.
contents Inhomogeneous quantum annealing (IQA), in which transverse fields are turned off one by one rather than simultaneously, has been proposed as an effective way to avoid the first-order phase transitions that impede conventional quantum annealing (QA). Here we explicitly study the dynamics of IQA, rather than merely the thermodynamics, and find that it is appreciably slower than the phase diagram would suggest. Interestingly, this slowdown manifests both when IQA succeeds in circumventing phase transitions and when it fails. Even in the absence of transitions, such as for the mean-field models that have been analyzed previously, IQA is slower than expected by a factor of the number of spins $N$. More significantly, we show that in non-mean-field models, first-order transitions are likely to be quite common, and the gap at such transitions is not merely exponential in $N$ but exactly zero. Thus IQA cannot reach the ground state on any timescale. Both of these results can be understood through the simple observation that a spin's magnetization becomes conserved once its field is turned off during the IQA protocol.
format Preprint
id arxiv_https___arxiv_org_abs_2502_03535
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle The anomalously slow dynamics of inhomogeneous quantum annealing
Dadgar, Mohammadhossein
Baldwin, Christopher L.
Quantum Physics
Disordered Systems and Neural Networks
Statistical Mechanics
Inhomogeneous quantum annealing (IQA), in which transverse fields are turned off one by one rather than simultaneously, has been proposed as an effective way to avoid the first-order phase transitions that impede conventional quantum annealing (QA). Here we explicitly study the dynamics of IQA, rather than merely the thermodynamics, and find that it is appreciably slower than the phase diagram would suggest. Interestingly, this slowdown manifests both when IQA succeeds in circumventing phase transitions and when it fails. Even in the absence of transitions, such as for the mean-field models that have been analyzed previously, IQA is slower than expected by a factor of the number of spins $N$. More significantly, we show that in non-mean-field models, first-order transitions are likely to be quite common, and the gap at such transitions is not merely exponential in $N$ but exactly zero. Thus IQA cannot reach the ground state on any timescale. Both of these results can be understood through the simple observation that a spin's magnetization becomes conserved once its field is turned off during the IQA protocol.
title The anomalously slow dynamics of inhomogeneous quantum annealing
topic Quantum Physics
Disordered Systems and Neural Networks
Statistical Mechanics
url https://arxiv.org/abs/2502.03535