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Peer-reviewedLicence not statedComputing in Science & Engineering

Rigor Over Hype: What Foundation Models Should Mean in Computational Science

  • Youngsoo Choi1
  • Siu Wun Cheung1
  • Youngkyu Kim1
  • Ping-Hsuan Tsai2
  • Alejandro N. Diaz3
  • Ivan Zanardi4
  • Seung Whan Chung1
  • Dylan Copeland1
  • Coleman J. Kendrick1
  • William Anderson1
  • Xiaolong He5
  • Traian Iliescu2
1 more authors
  • Matthias Heinkenschloss6
6 affiliations
  1. 1Lawrence Livermore National Laboratory
  2. 2Virginia Polytechnic Institute and State University
  3. 3Sandia National Laboratories
  4. 4University of Illinois at Urbana–Champaign
  5. 5ANSYS Inc
  6. 6Rice University
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Cite

BibTeXRIS
BibTeX
@article{choi2026rigor,
  title = {{Rigor Over Hype: What Foundation Models Should Mean in Computational Science}},
  author = {Youngsoo Choi and Siu Wun Cheung and Youngkyu Kim and Ping-Hsuan Tsai and Alejandro N. Diaz and Ivan Zanardi and Seung Whan Chung and Dylan Copeland and Coleman J. Kendrick and William Anderson and Xiaolong He and Traian Iliescu and Matthias Heinkenschloss},
  journal = {Computing in Science \& Engineering},
  year = {2026},
  month = may,
  doi = {10.1109/mcse.2026.3695442},
  url = {http://arxiv.org/abs/2505.22904},
}
RIS
TY  - JOUR
TI  - Rigor Over Hype: What Foundation Models Should Mean in Computational Science
AU  - Youngsoo Choi
AU  - Siu Wun Cheung
AU  - Youngkyu Kim
AU  - Ping-Hsuan Tsai
AU  - Alejandro N. Diaz
AU  - Ivan Zanardi
AU  - Seung Whan Chung
AU  - Dylan Copeland
AU  - Coleman J. Kendrick
AU  - William Anderson
AU  - Xiaolong He
AU  - Traian Iliescu
AU  - Matthias Heinkenschloss
PY  - 2026
DA  - 2026/05/20
JO  - Computing in Science & Engineering
DO  - 10.1109/mcse.2026.3695442
UR  - http://arxiv.org/abs/2505.22904
SN  - 1521-9615
SN  - 1558-366X
ER  -