Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness

Y Yanyan Huang W Weiqin Zhao Z Zhengyu Zhang Y Yihang Chen (Peking University , , ,) Y Yu Fu F Feng Wu (Beijing Key Laboratory of Environmental Science and Engineering, School of Materials Science and Engineering) Y Yuming Jiang L Li Liang S Shujun Wang L Lequan Yu

Article Details

Volume / Issue Vol. 16, Issue 1
Published December 12, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (10)

Y

Yanyan Huang

W

Weiqin Zhao

Z

Zhengyu Zhang

Y

Yihang Chen

Peking University , , ,

Y

Yu Fu

F

Feng Wu

Beijing Key Laboratory of Environmental Science and Engineering, School of Materials Science and Engineering

Y

Yuming Jiang

L

Li Liang

S

Shujun Wang

L

Lequan Yu