Generalized graph foundation models as versatile data-driven digital twins for complex technological systems

Benjamin G. Pierce, Hein Htet Aung, Thomas G. Ciardi, Kristen J. Hernandez, Raymond J. Wieser, Weiqi Yue, Yangxin Fan, Alexander C. Harding Bradley, Balashanmuga Priyan Rajamohan, Erika I. Barcelos, Jayvic C. Jimenez, Brian K. Spears, Brian Giera, Robert X. Gao, Mengjie Li, Kristopher O. Davis, Laura S. Bruckman, Yinghui Wu, Pawan K. Tripathi, Roger H. French

Open source

DOI: 10.1038/s41598-026-61113-5
Published: 2026-07-21
Container: Scientific Reports
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-61113-5,
  title = {Generalized graph foundation models as versatile data-driven digital twins for complex technological systems},
  author = {Benjamin G. Pierce and Hein Htet Aung and Thomas G. Ciardi and Kristen J. Hernandez and Raymond J. Wieser and Weiqi Yue and Yangxin Fan and Alexander C. Harding Bradley and Balashanmuga Priyan Rajamohan and Erika I. Barcelos and Jayvic C. Jimenez and Brian K. Spears and Brian Giera and Robert X. Gao and Mengjie Li and Kristopher O. Davis and Laura S. Bruckman and Yinghui Wu and Pawan K. Tripathi and Roger H. French},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-61113-5},
  url = {https://doi.org/10.1038/s41598-026-61113-5}
}

RIS

TY  - JOUR
TI  - Generalized graph foundation models as versatile data-driven digital twins for complex technological systems
AU  - Benjamin G. Pierce
AU  - Hein Htet Aung
AU  - Thomas G. Ciardi
AU  - Kristen J. Hernandez
AU  - Raymond J. Wieser
AU  - Weiqi Yue
AU  - Yangxin Fan
AU  - Alexander C. Harding Bradley
AU  - Balashanmuga Priyan Rajamohan
AU  - Erika I. Barcelos
AU  - Jayvic C. Jimenez
AU  - Brian K. Spears
AU  - Brian Giera
AU  - Robert X. Gao
AU  - Mengjie Li
AU  - Kristopher O. Davis
AU  - Laura S. Bruckman
AU  - Yinghui Wu
AU  - Pawan K. Tripathi
AU  - Roger H. French
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-61113-5
UR  - https://doi.org/10.1038/s41598-026-61113-5
ER  -

APA

Pierce, B. G., Aung, H. H., Ciardi, T. G., Hernandez, K. J., Wieser, R. J., Yue, W., Fan, Y., Bradley, A. C. H., Rajamohan, B. P., Barcelos, E. I., Jimenez, J. C., Spears, B. K., Giera, B., Gao, R. X., Li, M., Davis, K. O., Bruckman, L. S., Wu, Y., Tripathi, P. K., & French, R. H. (2026). Generalized graph foundation models as versatile data-driven digital twins for complex technological systems. Scientific Reports. https://doi.org/10.1038/s41598-026-61113-5

Source records

crossref · retrieved 2026-09-26T00:18:16.741Z