Evidence map›Paper›PMID 41395521›Full record

ArticleSmall science2025

Charge-Trap Memory with Engineered Temporal Dynamics for Physically Integrated Reservoir Computing.

Mengfan Wu, Ziqi Chen, Niannian Yu, Leyao Li, Xinhao Zhang, Xinyi Wan, Yi Zheng, Shuaishuai Xu, Yang Liu, Jiawei Peng and 4 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Small science, 2025. 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

14 authors.

Mengfan WuSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Ziqi ChenSchool of Artificial Intelligence Jianghan University Wuhan 430056 China.
Niannian YuSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.ORCID https://orcid.org/0000-0002-2336-569X
Leyao LiSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Xinhao ZhangSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Xinyi WanSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Yi ZhengSchool of Artificial Intelligence Jianghan University Wuhan 430056 China.
Shuaishuai XuInternational school of Materials Science and Engineering (school of Materials and Microelectronics) Wuhan University of Technology Wuhan 430070 China.
Yang LiuSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Jiawei PengSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Yao WangSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Junhui YuanSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Jiafu WangSchool of Physics and Mechanics Wuhan University of Technology Wuhan 430070 China.
Xuewen WangCenter of Femtosecond Laser Manufacturing for Advanced Materials and Devices State Key Laboratory of Advanced Technology for Materials Synthesis and Processing Wuhan University of Technology Wuhan 430070 China.ORCID 0000-0003-3751-0306

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

2D material (2DM)-based reservoir computing (RC) systems combine the advantages of low-power hardware implementation with lightweight neural network architectures capable of processing complex temporal patterns through minimal training overhead, positioning them as ideal platforms for edge artificial intelligence (AI) applications. Here, a homogeneous RC system via defect engineering in PdSe

Indexed as

charge‐trap memorydefect engineeringpalladium diselenidereservoir computingultrafast photoexcitation

Identifiers

PMID41395521
PMCPMC12697835

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.