Evidence map›Paper›PMID 42521670›Full record

ArticleNature communications2026

Finite-temperature criticality through quantum annealing.

Gianluca Teza, Francesco Campaioli, Marco Avesani, Oren Raz

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Gianluca TezaMax Planck Institute for the Physics of Complex Systems, Nöthnitzer Str. 38, Dresden, Germany. teza@pks.mpg.de.ORCID http://orcid.org/0000-0002-4341-6036
Francesco CampaioliDepartment of Physics, School of Science, RMIT University, Melbourne, Victoria, Australia. francesco.campaioli@rmit.edu.au.ORCID http://orcid.org/0000-0001-9518-8090
Marco AvesaniDipartimento di Ingegneria dell'Informazione, Università degli Studi di Padova, Padova, Italy. marco.avesani@unipd.it.ORCID http://orcid.org/0000-0001-5122-992X
Oren RazDepartment of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel. oren.raz@weizmann.ac.il.ORCID http://orcid.org/0000-0003-2348-7651

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Critical phenomena at finite temperature underpin a broad range of physical systems, yet their study remains challenging due to computational bottlenecks near phase transitions. Quantum annealers have attracted significant interest as a potential tool for accessing finite temperature criticality beyond classical reach, but their utility in precisely resolving criticality has remained limited by noise, hardware constraints, and thermal fluctuations. Here we overcome these challenges, introducing a sampling protocol that combines real-time temperature inference with fine control of the energy scales throughout experiments. A careful embedding strategy allows us to fully capture the finite-temperature critical behavior of the paradigmatic two-dimensional Ising ferromagnet on toroidal lattices up to 2640 spins. By tuning the energy scale of the system and mitigating device defects, we sample effective Boltzmann distributions extracting both the critical temperature and the associated universal critical exponents. Our approach opens the study of equilibrium and non-equilibrium critical phenomena in a broad class of systems at finite temperature.

Identifiers

PMID42521670
PMCPMC13415517

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.