Evidence map›Paper›PMID 41519787›Full record

ArticleNature communications2026

Very-large-scale mimetic optogenetic synapses for physical reservoir computing.

Xinyi Han, Zhiying Qi, Vojtech Kundrat, Huanjing Li, Zhonggui Li, Xiaoyu Guo, Pengcheng Mao, Weiguo Zheng, Shuai Hou, Ruibin Liu and 6 more

Abstract read
PubMed Full text at PMC Publisher
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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

16 authors.

Xinyi Han *Centre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.ORCID http://orcid.org/0009-0002-4280-1917
Zhiying Qi *Centre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Vojtech KundratDepartment of Molecular Chemistry and Materials Science, Weizmann Institute of Science, Rehovot, Israel.ORCID http://orcid.org/0000-0001-6180-772X
Huanjing LiCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Zhonggui LiCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Xiaoyu GuoCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Pengcheng MaoCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Weiguo ZhengSchool of Data Science, Fudan University, Shanghai, China.
Shuai HouSchool of Materials Science and Engineering, Jiangsu University, Zhenjiang, China.
Ruibin LiuCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.ORCID http://orcid.org/0000-0002-7507-9126
Hanchun WuCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.ORCID http://orcid.org/0000-0003-0293-9022
Panding WangCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China.
Alla ZakFaculty of Sciences, Holon Institute of Technology, Holon, Israel.ORCID http://orcid.org/0000-0002-3807-3454
Weifan LiuCollege of Science, Beijing Forestry University, Beijing, China.
Reshef TenneDepartment of Molecular Chemistry and Materials Science, Weizmann Institute of Science, Rehovot, Israel.ORCID http://orcid.org/0000-0003-4071-0325
Yao GuoCentre for Quantum Physics, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurement, Institute of Advanced Structure Technology, Analysis & Testing Center, School of Physics, Beijing Institute of Technology, Beijing, China. yaoguo@bit.edu.cn.ORCID http://orcid.org/0000-0001-7595-2143

Funding

National Natural Science Foundation of China (National Science Foundation of China) Grant No. 12301547National Natural Science Foundation of China (National Science Foundation of China) Grant No. 62274011
6 · The paper itself

Abstract

The scaling law of deep learning, which governs the relationship between model size and performance, has led to critical concerns regarding efficiency and sustainability. To address these challenges, this study presents a computational approach using self-organized submillimeter-long tungsten disulfide nanotube cluster as a 3D very-large-scale physical reservoir. The reservoir, with its 0D van der Waals interfaces on the order of 10

Indexed as

OptogeneticsSynapsesAnimalsBrainDeep LearningNanotubesNeuronsSoft ComputingTungstenTungsten

Identifiers

PMID41519787
PMCPMC12891666

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.