Publications

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy
A survey and roadmap for scaling medical agents from clinical assistance toward autonomous, self-evolving clinical systems.
Chunzheng Zhu, Lei Tian, Bohan Tan, Ziqi Zhou, Yuxuan Sun, Yijun Wang, Chengchao Lv, Yilin Wen, Yijun He, Jinghao Lin, Yihang Chen, Cheewei Tan, Qianshan Wei, Lei Zhao, Bin Pu, Kenli Li, Yuan Xue, Jianxin Lin
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
A latent diagnostic memory evolution framework that bridges visual perception and clinical intuition in medical VLMs.
Chunzheng Zhu, Jiaqi Zeng, Junyu Jiang, Jianxin Lin, Yijun Wang
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation
Anatomy-anchored self-supervised learning for invariant ultrasound representation.
Chunzheng Zhu, Yijun Wang, Jianxin Lin, Feng Wang, Hongwei Wang, Lei Zhao, Shengli Li, Kenli Li
Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation
Subspace-Guided Semantic and Topological Invariant Registration for Annotation-Free Ultrasound Plane Quality Control
Annotation-free ultrasound plane quality control with subspace-guided registration.
Chunzheng Zhu, Jianxin Lin, Feng Wang, Cheng Jiang, Guanghua Tan, Zhenyu Zhou, Shengli Li, Kenli Li
Subspace-Guided Semantic and Topological Invariant Registration for Annotation-Free Ultrasound Plane Quality Control
When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models
Adaptive causal reasoning with self-reflection for trustworthy medical vision-language models.
Jianxin Lin†, Chunzheng Zhu†, Peter J. Kneuertz, Yunfei Bai, Yuan Xue
When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
A reinforcement learning framework that models clinician-style dynamic visual focusing for medical progressive diagnosis.
Chunzheng Zhu, Yangfang Lin, Shen Chen, Yijun Wang, Jianxin Lin
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
fMRI2GES: Co-Speech Gesture Reconstruction From fMRI Signal With Dual Brain Decoding Alignment
Co-speech gesture reconstruction from fMRI signals with dual brain decoding alignment.
Chunzheng Zhu, Jialin Shao, Jianxin Lin, Yijun Wang, Jing Wang, Jinhui Tang, Kenli Li
fMRI2GES: Co-Speech Gesture Reconstruction From fMRI Signal With Dual Brain Decoding Alignment
Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis
LLM-driven pathology-aware prototype evolution for multicenter diabetic retinopathy diagnosis.
Chunzheng Zhu, Yangfang Lin, Jialin Shao, Jianxin Lin, Yijun Wang
Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis
Advancing Ultrasound Medical Continuous Learning with Task-Specific Generalization and Adaptability
Task-specific continual learning for ultrasound medical image analysis.
Chunzheng Zhu, Jianxin Lin, Guanghua Tan, Ningbo Zhu, Kenli Li, Chunlian Wang, Shengli Li
Advancing Ultrasound Medical Continuous Learning with Task-Specific Generalization and Adaptability