4 papers
ADMET-EvO: a self-evolving scientific agent for sustained research across heterogeneous tasks
Yiling Zhou, Yilin Wang, Jianmin Wang +8
Scientific agents can move beyond automated model building by using accumulated evidence to revise both their questions and experimental strategies. The challenge is sustaining thi…
LASSNet: Level-Aware Availability-Conditioned Spatial-Semantic Fusion for Brain Tumor Segmentation with Missing MRI Modalities
Haobin Chen, Ao Chang, Rundong Wang +3
Brain tumor segmentation from multimodal MRI relies on complementary evidence across four imaging sequences, yet one or more modalities may be unavailable because of acquisition co…
MARR: Decoupling Policy, Execution, and Calibration for All-in-One Medical Image Restoration
Haobin Chen, Ao Chang, Heqin Zhu +3
All-in-one medical image restoration seeks to recover heterogeneous clinical images with a single model, but PET, CT, and MRI differ substantially in degradation statistics, anatom…
Thinking Like a Clinician: A Cognitive AI Agent for Clinical Diagnosis via Panoramic Profiling and Adversarial Debate
Zhiqi Lv, Duofan Tu, Jun Li +4
The application of large language models (LLMs) in clinical decision support faces significant challenges of "tunnel vision" and diagnostic hallucinations present in their processi…