Publications

Journal Articles

Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping

Dexuan He, Xiao Zhou, Wenbin Guan, Liyuan Zhang, Xiaoman Zhang, Sinuo Xu, Ge Wang, Lifeng Wang, Xiaojun Yuan, Jing Ma, Xin Sun, Yanfeng Wang, Kun Sun, Ya Zhang, Weidi Xie.

Nature Communications, 2026.

Paper | Code | Dataset

Citation: Dexuan He, Xiao Zhou, Wenbin Guan, Liyuan Zhang, Xiaoman Zhang, Sinuo Xu, Ge Wang, Lifeng Wang, Xiaojun Yuan, Jing Ma, Xin Sun, Yanfeng Wang, Kun Sun, Ya Zhang, and Weidi Xie. "Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping." Nature Communications, 17, 5058, 2026.

@article{he2026boosting,
  title={Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping},
  author={He, Dexuan and Zhou, Xiao and Guan, Wenbin and Zhang, Liyuan and Zhang, Xiaoman and Xu, Sinuo and Wang, Ge and Wang, Lifeng and Yuan, Xiaojun and Ma, Jing and Sun, Xin and Wang, Yanfeng and Sun, Kun and Zhang, Ya and Xie, Weidi},
  journal={Nature Communications},
  volume={17},
  pages={5058},
  year={2026},
  doi={10.1038/s41467-026-71715-2}
}

Knowledge-enhanced pretraining for vision-language pathology foundation model on cancer diagnosis

Xiao Zhou, Luoyi Sun, Dexuan He, Wenbin Guan, Ge Wang, Ruifen Wang, Lifeng Wang, Xiaojun Yuan, Xin Sun, Ya Zhang, Kun Sun, Yanfeng Wang, Weidi Xie.

Cancer Cell, 2026.

Paper | Code

Citation: Xiao Zhou, Luoyi Sun, Dexuan He, Wenbin Guan, Ge Wang, Ruifen Wang, Lifeng Wang, Xiaojun Yuan, Xin Sun, Ya Zhang, Kun Sun, Yanfeng Wang, and Weidi Xie. "Knowledge-enhanced pretraining for vision-language pathology foundation model on cancer diagnosis." Cancer Cell, 44(4), 777-791.e7, 2026.

@article{zhou2026knowledge,
  title={Knowledge-enhanced pretraining for vision-language pathology foundation model on cancer diagnosis},
  author={Zhou, Xiao and Sun, Luoyi and He, Dexuan and Guan, Wenbin and Wang, Ge and Wang, Ruifen and Wang, Lifeng and Yuan, Xiaojun and Sun, Xin and Zhang, Ya and Sun, Kun and Wang, Yanfeng and Xie, Weidi},
  journal={Cancer Cell},
  volume={44},
  number={4},
  pages={777--791.e7},
  year={2026},
  doi={10.1016/j.ccell.2026.01.019}
}

Preprints

Professor X: Manipulating EEG BCI with Invisible and Robust Backdoor Attack

Xuan-Hao Liu, Xinhao Song, Dexuan He, Bao-Liang Lu, Wei-Long Zheng.

arXiv, 2024.

Paper | Code | OpenReview

Citation: Xuan-Hao Liu, Xinhao Song, Dexuan He, Bao-Liang Lu, and Wei-Long Zheng. "Professor X: Manipulating EEG BCI with Invisible and Robust Backdoor Attack." arXiv:2409.20158, 2024.

@article{liu2024professor,
  title={Professor X: Manipulating EEG BCI with Invisible and Robust Backdoor Attack},
  author={Liu, Xuan-Hao and Song, Xinhao and He, Dexuan and Lu, Bao-Liang and Zheng, Wei-Long},
  journal={arXiv preprint arXiv:2409.20158},
  year={2024}
}