A hierarchical transformer-graph framework for explainable student engagement estimation in E-learning videos.

Alharbi MH, Alwabel ASA, Alohali M, Almalki AM, Othman MFI, Ahmad MN

Open source

DOI
10.1038/s41598-026-52123-4
Published
2026 May 13
Container
Scientific reports
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1038/s41598-026-52123-4,
  title = {A hierarchical transformer-graph framework for explainable student engagement estimation in E-learning videos.},
  author = {Alharbi MH and Alwabel ASA and Alohali M and Almalki AM and Othman MFI and Ahmad MN},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-52123-4},
  url = {https://doi.org/10.1038/s41598-026-52123-4}
}

RIS

TY  - JOUR
TI  - A hierarchical transformer-graph framework for explainable student engagement estimation in E-learning videos.
AU  - Alharbi MH
AU  - Alwabel ASA
AU  - Alohali M
AU  - Almalki AM
AU  - Othman MFI
AU  - Ahmad MN
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-52123-4
UR  - https://doi.org/10.1038/s41598-026-52123-4
ER  - 

APA

MH, A., ASA, A., M, A., AM, A., MFI, O., & MN, A. (2026). A hierarchical transformer-graph framework for explainable student engagement estimation in E-learning videos.. Scientific reports. https://doi.org/10.1038/s41598-026-52123-4

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