Nature CommunicationsKnowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairnessYanyan HuangWeiqin ZhaoZhengyu ZhangYihang ChenYu FuFeng WuYuming JiangLi LiangShujun WangLequan Yu2025-12-12Full textDOI https://doi.org/10.1038/s41467-025-66300-y