OSCR

Cross-region neural signal reconstruction to lift electrode placement constraints in SSVEP brain-computer interfaces.

Overview

Authors: Wenqiang Yan1,2, Qi Luo1, Chenghang Du1, Hui Li1, Shengchao Chen1, Ziwen Yuan3, Xinyu Hou1, Haochong Wang4
  1. School of Mechanical Engineering, Xi’an Jiaotong University,Xi’an, P. R. China
  2. State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences,Shenyang, P. R. China
  3. Rehabilitation Medicine Department, First Affiliated Hospital of Xi’an Jiaotong University,Xi’an, P. R. China
  4. School of Life Science and Technology, Xi’an Jiaotong University,Xi’an, P. R. China
Institutions: Xi'an Jiaotong University (China); Chinese Academy of Sciences (China); First Affiliated Hospital of Xi'an Jiaotong University (China)
Journal: npj biomedical innovations, volume 3, issue 1, article 43
Dates: received 15 April 2026; accepted 6 July 2026; published online 29 July 2026
Type: Research article · Language: English
License: CC BY-NC-ND
Identifiers: DOI 10.1038/s44385-026-00098-2 · PMID 42527436 · PMCID PMC13421537 · OpenAlex W7171694998
Open access: gold, a free copy (OpenAlex)
Status: code verified
Categories: EEG (modality), human (organism)
Methods: Spectral & time-frequency, Connectivity, Machine learning, Preprocessing, Statistics
Keywords: Engineering, Neuroscience
Topic: EEG and Brain-Computer Interfaces (Cognitive Neuroscience, Neuroscience), according to OpenAlex
Funding: National Natural Science Foundation of China (National Science Foundation of China) (52475311); Key Research and Development Projects of Shaanxi Province (2024GX-YBXM-119); State Key Laboratory of Robotics (2023-021)
Citations: not cited yet (Europe PMC); 54 references in the paper

Abstract

The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.

Code

No file of the authors' code could be read here: it is described below, and read at its source.

Zenodo 21367635

License: CC-BY-4.0
State: the link answers, verified on 27 September 2026
Evidence: files inventoried
Size: 0 files, 0 scripts
Software Heritage: not checked
Found in: “Code availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
  • 27 September 2026: the link answers (HTTP 200)
At the source:

Code availability statement

The paper has a code availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • it points to the authors' code: Zenodo 21367635

Read it in the paper: doi.org/10.1038/s44385-026-00098-2.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 0 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data availability statement

The paper has a data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:

  • it says that the data are available on request

Read it in the paper: doi.org/10.1038/s44385-026-00098-2.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 8 authors, 2 keywords, 3 funders, 53 references.

Cite

This paper

Yan, W., Luo, Q., Du, C., Li, H., Chen, S., Yuan, Z., Hou, X., & Wang, H. (2026). Cross-region neural signal reconstruction to lift electrode placement constraints in SSVEP brain-computer interfaces. npj biomedical innovations, 3(1), 43. https://doi.org/10.1038/s44385-026-00098-2

BibTeX

@article{yan2026cross,
author = {Yan, Wenqiang and Luo, Qi and Du, Chenghang and Li, Hui and Chen, Shengchao and Yuan, Ziwen and Hou, Xinyu and Wang, Haochong},
title = {{Cross-region neural signal reconstruction to lift electrode placement constraints in SSVEP brain-computer interfaces}},
journal = {npj biomedical innovations},
year = {2026},
month = jul,
volume = {3},
number = {1},
pages = {43},
publisher = {Nature Publishing Group},
issn = {3005-1444},
doi = {10.1038/s44385-026-00098-2},
url = {https://doi.org/10.1038/s44385-026-00098-2},
pmid = {42527436},
pmcid = {PMC13421537}
}

RIS

TY - JOUR
AU - Yan, Wenqiang
AU - Luo, Qi
AU - Du, Chenghang
AU - Li, Hui
AU - Chen, Shengchao
AU - Yuan, Ziwen
AU - Hou, Xinyu
AU - Wang, Haochong
TI - Cross-region neural signal reconstruction to lift electrode placement constraints in SSVEP brain-computer interfaces
T2 - npj biomedical innovations
J2 - NPJ Biomed Innov
PY - 2026
DA - 2026/07/29
VL - 3
IS - 1
SP - 43
SN - 3005-1444
PB - Nature Publishing Group
DO - 10.1038/s44385-026-00098-2
UR - https://doi.org/10.1038/s44385-026-00098-2
LA - en
ER -

CSL-JSON

{
"id": "10.1038/s44385-026-00098-2",
"type": "article-journal",
"title": "Cross-region neural signal reconstruction to lift electrode placement constraints in SSVEP brain-computer interfaces",
"container-title": "npj biomedical innovations",
"author": [
{
"family": "Yan",
"given": "Wenqiang"
},
{
"family": "Luo",
"given": "Qi"
},
{
"family": "Du",
"given": "Chenghang"
},
{
"family": "Li",
"given": "Hui"
},
{
"family": "Chen",
"given": "Shengchao"
},
{
"family": "Yuan",
"given": "Ziwen"
},
{
"family": "Hou",
"given": "Xinyu"
},
{
"family": "Wang",
"given": "Haochong"
}
],
"container-title-short": "NPJ Biomed Innov",
"volume": "3",
"issue": "1",
"page": "43",
"DOI": "10.1038/s44385-026-00098-2",
"PMID": "42527436",
"PMCID": "PMC13421537",
"ISSN": "3005-1444",
"publisher": "Nature Publishing Group",
"URL": "https://doi.org/10.1038/s44385-026-00098-2",
"language": "en",
"issued": {
"date-parts": [
[
2026,
7,
29
]
]
}
}

The tracing map gets a citation of its own once an author has validated it and it has a DOI.

Similar papers

The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.

[1] doi:10.1038/s41467-026-75435-5 [code]
Sensory-guided human-machine joint learning accelerates the acquisition of motor imagery brain computer interface control.
Journal: Nature communications
In common: EEG, 5 references
[2] doi:10.1038/s42003-026-10144-9 [code]
Low-power differencing feature extracts spiking-band activities for high-performance intracortical brain-computer interfaces.
Journal: Communications biology
In common: 4 references
[3] doi:10.1038/s41467-026-71443-7 [code]
Large-scale single-neuron recording in the human cortex using an ultra-flexible electrode array.
Journal: Nature communications
In common: 4 references
[4] doi:10.1038/s41586-026-10653-x [code]
A mosaic of whole-body representations on the human precentral gyrus.
Journal: Nature
In common: 4 references
[5] doi:10.1038/s41467-026-75588-3 [code]
Frequency-dependent effects of motor thalamus deep brain stimulation on speech and swallowing.
Journal: Nature communications
In common: 4 references
[6] doi:10.1038/s41467-025-65499-0
Towards decoding individual words from non-invasive brain recordings
Journal: n/a
In common: EEG, 3 references
[7] doi:10.1162/imag.a.1206
Affective face biases in visual and prefrontal cortex measured with visual entrainment.
Journal: Imaging neuroscience (Cambridge, Mass.)
In common: 3 references
[8] doi:10.1038/s41591-026-04498-0
A neuroprosthesis for restoring hand movement and sensation in a person with complete tetraplegia.
Journal: Nature medicine
In common: 3 references
[9] doi:10.21203/rs.3.rs-9901682/v1
An Implantable Digital Bridge Enables Arm And Hand Movements After Tetraplegia
Journal: Research Square (preprint)
In common: 3 references
[10] doi:10.7554/elife.109400 [code]
High-fidelity neural speech reconstruction through an efficient acoustic-linguistic dual-pathway framework.
Journal: eLife
In common: 3 references

Contribute

The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.

Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.

Request its removal

To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).

Discussion, reproductions, activity

Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.