Publications
A collection of my research work.
A generalizable pathology foundation model using a unified knowledge distillation pretraining framework
Jiabo Ma†, Zhengrui Guo†, Fengtao Zhou, Yihui Wang, Yingxue Xu, Jinbang Li, Fang Yan, Yu Cai, Zhengjie Zhu, Cheng Jin, Yi Lin, Xinrui Jiang, Chenglong Zhao, Danyi Li, Anjia Han, Zhenhui Li, Ronald Cheong Kin Chan, Jiguang Wang, Peng Fei, Kwang-Ting Cheng, Shaoting Zhang, Li Liang, Hao Chen.
Nature Biomedical Engineering, 2025
PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology
Jiabo Ma, Yingxue Xu, Fengtao Zhou, Yihui Wang, Cheng Jin, Zhengrui Guo, Jianfeng Wu, On Ki Tang, Huajun Zhou, Xi Wang, others
arXiv preprint arXiv:2505.20202, 2025
FOCUS: Knowledge-enhanced adaptive visual compression for few-shot whole slide image classification
Zhengrui Guo, Conghao Xiong, Jiabo Ma, Qichen Sun, Lishuang Feng, Jinzhuo Wang, Hao Chen
CVPR 2025, 2025
LLM-driven medical report generation via communication-efficient heterogeneous federated learning
Haoxuan Che†, Haibo Jin†, Zhengrui Guo†, Yi Lin, Cheng Jin, Hao Chen
IEEE Transactions on Medical Imaging, 2025
BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation
Zhengrui Guo, Fangxu Zhou, Wei Wu, Qichen Sun, Lishuang Feng, Jinzhuo Wang, Hao Chen
ICLR 2025, 2025
Context matters: Query-aware dynamic long sequence modeling of gigapixel images
Zhengrui Guo, Qichen Sun, Jiabo Ma, Lishuang Feng, Jinzhuo Wang, Hao Chen
ICML 2025, 2025
Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning
Wei Wu, Can Liao, Zizhen Deng, Zhengrui Guo, Jinzhuo Wang
ICLR 2025, 2025
A versatile pathology co-pilot via reasoning enhanced multimodal large language model
Zhe Xu, Ziyi Liu, Junlin Hou, Jiabo Ma, Cheng Jin, Yihui Wang, Zhixuan Chen, Zhengyu Zhang, Fuxiang Huang, Zhengrui Guo, others
arXiv preprint arXiv:2507.17303, 2025
Beyond Linearity: Squeeze-and-Recalibrate Blocks for Few-Shot Whole Slide Image Classification
Conghao Xiong, Zhengrui Guo, Zhe Xu, Yifei Zhang, Raymond Kai-Yu Tong, Si Yong Yeo, Hao Chen, Joseph JY Sung, Irwin King
arXiv preprint arXiv:2505.15504, 2025
Any-to-Any Learning in Computational Pathology via Triplet Multimodal Pretraining
Qichen Sun, Zhengrui Guo, Rui Peng, Hao Chen, Jinzhuo Wang
arXiv preprint arXiv:2505.12711, 2025
HistGen: Histopathology report generation via local-global feature encoding and cross-modal context interaction
Zhengrui Guo, Jiabo Ma, Yingxue Xu, Yihui Wang, Liansheng Wang, Hao Chen
MICCAI 2024, 2024
A competition for the diagnosis of myopic maculopathy by artificial intelligence algorithms
Bo Qian, Bin Sheng, Hao Chen, Xiangning Wang, Tingyao Li, Yixiao Jin, Zhouyu Guan, Zehua Jiang, Yilan Wu, Jinyuan Wang, Tingli Chen, Zhengrui Guo, Xiang Chen, Dawei Yang, Junlin Hou, Rui Feng, Fan Xiao, Yihao Li, Mostafa El Habib Daho, Li Lu, Ye Ding, Di Liu, Bo Yang, Wenhui Zhu, Yalin Wang, Hyeonmin Kim, Hyeonseob Nam, Huayu Li, Wei-Chi Wu, Qiang Wu, Rongping Dai, Huating Li, Marcus Ang, Daniel Shu Wei Ting, Carol Y Cheung, Xiaofei Wang, Ching-Yu Cheng, Gavin Siew Wei Tan, Kyoko Ohno-Matsui, Jost B Jonas, Yingfeng Zheng, Yih-Chung Tham, Tien Yin Wong, Ya Xing Wang
JAMA ophthalmology, 2024
Label-efficient deep learning in medical image analysis: Challenges and future directions
Cheng Jin†, Zhengrui Guo†, Yi Lin, Luyang Luo, Hao Chen
arXiv preprint arXiv:2303.12484, 2023