5 papers
MedImageOSWorld: Benchmarking GUI Agents for Medical Image Consoles
Ziyang Long, Xinqi Li, Lujing Xing +1
Graphical consoles offer a practical interface for medical acquisition assistance, allowing agents to work through the controls and visual feedback used by human operators. Reliabl…
PassNet: Scaling Large Language Models for Graph Compiler Pass Generation
Yiqun Liu, Yingsheng Wu, Ruqi Yang +11
Modern tensor compilers such as TorchInductor deliver substantial speedups on mainstream models, yet face a systematic performance ceiling on long-tail workloads -- our profiling s…
BCER Agent: Reliable Long-Horizon MRI Workflow Execution via Compilation, Artifact Binding, and Bounded Local Recovery
Ziyang Long, Xinqi Li, Junzhou Chen +3
Many recent medical VLM and agent studies are benchmarked on 2D images or comparatively short tool-calling exchanges, whereas real MRI analysis typically demands long, interdepende…
Groupwise Registration with Physics-Informed Test-Time Adaptation on Multi-parametric Cardiac MRI
Xinqi Li, Yi Zhang, Li-Ting Huang +5
Multiparametric mapping MRI has become a viable tool for myocardial tissue characterization. However, misalignment between multiparametric maps makes pixel-wise analysis challengin…
Contrast-Agnostic Groupwise Registration by Robust PCA for Quantitative Cardiac MRI
Xinqi Li, Yi Zhang, Yidong Zhao +2
Quantitative cardiac magnetic resonance imaging (MRI) is an increasingly important diagnostic tool for cardiovascular diseases. Yet, co-registration of all baseline images within t…