Evidence map›Paper›PMID 38698015›Full record

ArticleScientific reports2024

Design of high-performance entangling logic in silicon quantum dot systems with Bayesian optimization.

Ji-Hoon Kang, Taehyun Yoon, Chanhui Lee, Sungbin Lim, Hoon Ryu

Abstract read
In one paragraph

Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Ji-Hoon Kang *Division of National Supercomputing, Korea Institute of Science and Technology Information, Daejeon, 34141, Republic of Korea.
Taehyun Yoon *Artificial Intelligence Graduate School, Ulsan National Institute of Science and Technology, Ulsan, 44919, Republic of Korea.
Chanhui LeeDepartment of Artificial Intelligence, Korea University, Seoul, 02841, Republic of Korea.
Sungbin LimDepartment of Statistics, Korea University, Seoul, 02841, Republic of Korea. sungbin@korea.ac.kr.
Hoon RyuDivision of National Supercomputing, Korea Institute of Science and Technology Information, Daejeon, 34141, Republic of Korea. elec1020@kisti.re.kr.

Funding

National Research Foundation of Korea 2021R1A4A3033149National Research Foundation of Korea 2022M3E4A1072893
6 · The paper itself

Abstract

Device engineering based on computer-aided simulations is essential to make silicon (Si) quantum bits (qubits) be competitive to commercial platforms based on superconductors and trapped ions. Combining device simulations with the Bayesian optimization (BO), here we propose a systematic design approach that is quite useful to procure fast and precise entangling operations of qubits encoded to electron spins in electrode-driven Si quantum dot (QD) systems. For a target problem of the controlled-X (CNOT) logic operation, we employ BO with the Gaussian process regression to evolve design factors of a Si double QD system to the ones that are optimal in terms of speed and fidelity of a CNOT logic driven by a single microwave pulse. The design framework not only clearly contributes to cost-efficient securing of solutions that enhance performance of the target quantum operation, but can be extended to implement more complicated logics with Si QD structures in experimentally unprecedented ways.

Identifiers

PMID38698015
PMCPMC11066012

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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.