Evidence map›Paper›PMID 40050621›Full record

ArticleNature communications2025

A bioinspired in-materia analog photoelectronic reservoir computing for human action processing.

Hangyuan Cui, Yu Xiao, Yang Yang, Mengjiao Pei, Shuo Ke, Xiao Fang, Lesheng Qiao, Kailu Shi, Haotian Long, Weigao Xu and 5 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Article
  2. Article
  3. Interface Engineering for Scalable Optoelectronic Reservoir Computing.Small (Weinheim an der Bergstrasse, Germany) · 2026
    Article
  4. Article
  5. Article
  6. Two-terminal β-GaLight, science & applications · 2026
    Article
  7. Memristive Physical Reservoir Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  8. Article
  9. 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

15 authors.

Hangyuan CuiSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Yu XiaoCollege of Computer Science and Technology, State Key Laboratory of Brain Machine Intelligence, Zhejiang University, Hangzhou, 310058, China.ORCID http://orcid.org/0009-0009-2292-6588
Yang YangSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Mengjiao PeiSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Shuo KeSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Xiao FangSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Lesheng QiaoSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Kailu ShiSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Haotian LongSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China.
Weigao XuKey Laboratory of Mesoscopic Chemistry, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China.ORCID http://orcid.org/0000-0002-3014-756X
Pingqiang CaiJiangsu Key Laboratory of Molecular Medicine, Medical School, Nanjing University, Nanjing, 210023, P. R. China.ORCID http://orcid.org/0000-0002-2665-5932
Peng LinCollege of Computer Science and Technology, State Key Laboratory of Brain Machine Intelligence, Zhejiang University, Hangzhou, 310058, China. penglin@zju.edu.cn.ORCID http://orcid.org/0000-0002-0679-8063
Yi ShiSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China. yshi@nju.edu.cn.ORCID http://orcid.org/0000-0002-1082-0315
Qing WanYongjiang Laboratory (Y-LAB), Ningbo, 315202, China. wanqing@nju.edu.cn.
Changjin WanSchool of Electronic Science and Engineering, National Laboratory of Solid-State Microstructures, Nanjing University, Nanjing, 210023, P. R. China. cjwan@nju.edu.cn.ORCID http://orcid.org/0000-0002-3210-6673

Funding

National Natural Science Foundation of China (National Science Foundation of China) 92364106National Natural Science Foundation of China (National Science Foundation of China) 92364204Natural Science Foundation of Jiangsu Province (Jiangsu Provincial Natural Science Foundation) BK20220121
6 · The paper itself

Abstract

Current computer vision is data-intensive and faces bottlenecks in shrinking computational costs. Incorporating physics into a bioinspired visual system is promising to offer unprecedented energy efficiency, while the mismatch between physical dynamics and bioinspired algorithms makes the processing of real-world samples rather challenging. Here, we report a bioinspired in-materia analogue photoelectronic reservoir computing for dynamic vision processing. Such system is built based on InGaZnO photoelectronic synaptic transistors as the reservoir and a TaO

Indexed as

BiomimeticsAlgorithmsHumansTransistors, Electronic

Identifiers

PMID40050621
PMCPMC11885466

What OpenQuestion holds

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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.