Evidence map›Paper›PMID 41894508›Full record

ArticleScience advances2026

Scalable Ising machine composed entirely of Si transistors.

Seong-Yun Yun, Joon Pyo Kim, Jaeyong Jeong, Sang-Won Lee, Ye-Seong Chung, Sanghyeon Kim, Yang-Kyu Choi

Abstract read
In one paragraph

Article in Science advances, 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

7 authors.

Seong-Yun YunSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.ORCID 0000-0003-4988-1120
Joon Pyo KimSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.ORCID 0000-0003-1848-0682
Jaeyong JeongSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.
Sang-Won LeeSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.
Ye-Seong ChungSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.
Sanghyeon KimSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.ORCID 0000-0002-2517-4408
Yang-Kyu ChoiSchool of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.ORCID 0000-0001-5480-7027

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We introduce a complementary metal-oxide semiconductor (CMOS) Ising machine (CIM) composed entirely of silicon-based metal-oxide semiconductor field-effect transistors (MOSFETs). Instead of adhering to the conventional functions of MOSFETs as switches or amplifiers, CIM adopts an unprecedented approach that uses the dual characteristics of MOSFETs to function as both oscillators and couplers, enabling the coupling strength between oscillators to be tuned through gate biasing. These dual behaviors facilitate effective synchronization within the CIM, while the use of MOSFETs ensures full compatibility with standard CMOS fabrication technology and provides a pathway toward scalable hardware implementation. We also address the challenge of frequency variability, a critical issue in a large-scale CIM, by finely tuning the gate voltage of the oscillating transistors. This strategy notably enhances the stability and reliability of the CIM, achieving a level of control that is difficult to attain in other Ising machines using heterotypic device architectures. This CIM was applied to solve a MaxCUT problem. The demonstrated advantages of our CIM, including its compact cell size, high scalability, and robust operation, represent a promising direction for the advancement of future large-scale and energy-efficient Ising machines.

Identifiers

PMID41894508
PMCPMC13025105

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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.