Zhengrui (David) Guo

Profile

I'm a PhD Candidate in AI and machine learning at The Hong Kong University of Science and Technology, currently working on computational pathology, AI for healthcare, as well as computational neuroscience, supervised by Prof. Hao Chen. Specifically, I'm interested in multi-instance learning algorithm and foundation model for pathology analysis, also deep learning methods for understanding correlations between neural population dynamics and animal behaviors. I have published papers in top-tier conferences and journals such as MICCAI, ICLR, JAMA Ophthalmology.

Publications

Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images

Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images

Zhengrui Guo, Qichen Sun, Jiabo Ma, Lishuang Feng, Jinzhuo Wang, Hao Chen

arXiv.org 2025

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FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification

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

arXiv.org 2024

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BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation

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 Poster

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Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation

Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation

Jiabo Ma, Zhengrui Guo, Fengtao Zhou, Yihui Wang, Yingxue Xu, Yu Cai, Zhengjie Zhu, Cheng Jin, Yi-Mou Lin, Xinrui Jiang, Anjia Han, Li Liang, R. Chan, Jiguang Wang, Kwang-Ting Cheng, Hao Chen

arXiv.org 2024

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HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction

HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction

Zhengrui Guo, Jiabo Ma, Ying Xu, Yihui Wang, Liansheng Wang, Hao Chen

International Conference on Medical Image Computing and Computer-Assisted Intervention 2024

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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, Yi-Hsuan 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, G. Tan, K. Ohno-Matsui, J. Jonas, Yingfeng Zheng, Y. Tham, Tien Yin Wong, Ya Xing Wang

JAMA ophthalmology 2024

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Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

Cheng Jin, Zhengrui Guo, Yi-Mou Lin, Luyang Luo, Hao Chen

arXiv.org 2023

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Stabilization of complex networks under asynchronously intermittent event-triggered control

Yongbao Wu, Zhengrui Guo, Lei Xue, C. Ahn, Jian Liu

Automatica 2024

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