Multimodal integrated knowledge transfer to large language models through preference optimization with biomedical applications

Zhanliang Wang, Da Wu, Quan M. Nguyen, Zhuoran Xu, Kai Wang

Open source

DOI
10.1016/j.patter.2026.101544
Published
2026-08
Container
Patterns
Publisher
Elsevier BV
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.patter.2026.101544,
  title = {Multimodal integrated knowledge transfer to large language models through preference optimization with biomedical applications},
  author = {Zhanliang Wang and Da Wu and Quan M. Nguyen and Zhuoran Xu and Kai Wang},
  year = {2026},
  journal = {Patterns},
  doi = {10.1016/j.patter.2026.101544},
  url = {https://doi.org/10.1016/j.patter.2026.101544}
}

RIS

TY  - JOUR
TI  - Multimodal integrated knowledge transfer to large language models through preference optimization with biomedical applications
AU  - Zhanliang Wang
AU  - Da Wu
AU  - Quan M. Nguyen
AU  - Zhuoran Xu
AU  - Kai Wang
PY  - 2026
JO  - Patterns
DO  - 10.1016/j.patter.2026.101544
UR  - https://doi.org/10.1016/j.patter.2026.101544
ER  - 

APA

Wang, Z., Wu, D., Nguyen, Q. M., Xu, Z., & Wang, K. (2026). Multimodal integrated knowledge transfer to large language models through preference optimization with biomedical applications. Patterns. https://doi.org/10.1016/j.patter.2026.101544

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