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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
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
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
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