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CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
Causal tracing and targeted intervention for arbitration and brake failures in medical vision language models.
Chunzheng Zhu, Jiaqi Zeng, Hongbo Zhao, Yihang Chen, Yijun Wang, Jianxin Lin
CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
PACE: Pareto-Adaptive Compression for Efficient Native MLLMs
Pareto-adaptive visual token compression for efficient native multimodal language models.
Lei Tian¹, Chunzheng Zhu†, Kai WU¹, YiFan Zhang², Haihua Yang¹
PACE: Pareto-Adaptive Compression for Efficient Native MLLMs
Trustworthy Medical Concept Recalibration through Logic-Aware Multimodal Evidence Fusion
ConChecker autonomously recalibrates medical concepts through logic-aware multimodal evidence fusion and verifiable policy optimization.
Lei Zhao, Chunzheng Zhu†, Zhan Gao, Pengchen Liang, Xiaoyun Liang, Alex Chit-Yuen Cheng, Chi-Man Pun
Trustworthy Medical Concept Recalibration through Logic-Aware Multimodal Evidence Fusion
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
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