Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions. - Cheng Jin 003; Zhengrui Guo; Yi Lin 009; Luyang Luo; Hao Chen 011 (CoRR, 2023)

HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-Modal Context Interaction. - Zhengrui Guo; Jiabo Ma; Yingxue Xu; Yihui Wang 002; Liansheng Wang; Hao Chen 011 (MICCAI (4), 2024)

Stabilization of complex networks under asynchronously intermittent event-triggered control. - Yongbao Wu; Zhengrui Guo; Lei Xue 003; Choon Ki Ahn; Jian Liu 006 (Autom., 2024)

Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation. - Jiabo Ma; Zhengrui Guo; Fengtao Zhou; Yihui Wang 002; Yingxue Xu; Yu Cai 005; Zhengjie Zhu; Cheng Jin 003; Yi Lin 009; Xinrui Jiang; Anjia Han; Li Liang; et al. (CoRR, 2024)

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 (CoRR, 2024)

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 011 (CoRR, 2024)

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)

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 011 (ICLR, 2025)

Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning. - Wei Wu; Can Liao; Zizhen Deng; Zhengrui Guo; Jinzhuo Wang (ICLR, 2025)

Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images. - Zhengrui Guo; Qichen Sun; Jiabo Ma; Lishuang Feng; Jinzhuo Wang; Hao Chen (CoRR, 2025)

Any-to-Any Learning in Computational Pathology via Triplet Multimodal Pretraining. - Qichen Sun; Zhengrui Guo; Rui Peng; Hao Chen; Jinzhuo Wang (CoRR, 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 011; Joseph J. Y. Sung; Irwin King (CoRR, 2025)

PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology. - Jiabo Ma; Yingxue Xu; Fengtao Zhou; Yihui Wang 002; Cheng Jin 003; Zhengrui Guo; Jianfeng Wu; On Ki Tang; Huajun Zhou; Xi Wang 013; Luyang Luo; Zhengyu Zhang; et al. (CoRR, 2025)

LLM-driven Medical Report Generation via Communication-efficient Heterogeneous Federated Learning. - Haoxuan Che; Haibo Jin; Zhengrui Guo; Yi Lin 009; Cheng Jin 003; Hao Chen 011 (CoRR, 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; Zhengrui Guo; Fengtao Zhou; Yingxue Xu; Xi Wang; et al. (CoRR, 2025)