Q-LEAP: Millisecond Hyperdimensional Optimization for Full-Spectrum Optical Metamaterials.

Zikang Guo, Yunwen Wu, Yuhui Guo, Shenghong Ju

Abstract read

In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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.

Zikang GuoDepartment of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China.ORCID https://orcid.org/0009-0006-4760-1120

Yunwen WuDepartment of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China.ORCID https://orcid.org/0000-0001-5404-607X

Yuhui GuoChina-UK Low Carbon College, Shanghai Jiao Tong University, Shanghai, China.

Shenghong JuChina-UK Low Carbon College, Shanghai Jiao Tong University, Shanghai, China.ORCID https://orcid.org/0000-0001-7863-6947

Funding

National Natural Science Foundation of China 52576083Shanghai International Science and Technology Collaboration Project 24160712600Shanghai Key Fundamental Research 21JC1403300

6 · The paper itself

Abstract

Optical metamaterials exhibit superior optical performance, yet their high-dimensional design problems impede efficient global optimization. In this study, we introduce Quantum‑driven Learning and Exploration for Advanced Photonic metamaterials (Q-LEAP) that integrates material screening, property calculation and quantum-accelerated structural design. By incorporating a factorization machine (FM) algorithm and leveraging the quantum tunnelling effect of quantum annealing, we efficiently explore a vast solution space of containing 2

Indexed as

factorization machineoptical metamaterialsphysics‑informed residual machine learningquantum annealingspectral properties calculation

Identifiers

PMID42806488

DOI10.1002/advs.78032

PMCPMC13620267

What OpenQuestion holds

Textmetadata

Read underepoch 390

Registered trials

None linked

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.