الباحثون

Jialin Chen

المنشورات 2

نسخة أولية وصول مفتوح

BrainTRACE: Tracing Longitudinal, Multimodal, and Volumetric Evidence in Brain MRI Clinical Reasoning

Qizhen Lan, Mengchen Fan, Hang Zhang وآخرون · 2026

Brain MRI interpretation is a longitudinal clinical reasoning problem: radiologists compare serial studies, integrate information across MRI sequences, localize findings within volumetric anatomy, and translate this evidence into report-grounded assessments. Existing medical VQA and 3D imaging benchmarks capture import …

نسخة أولية وصول مفتوح

FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents

Xi Xiao, Yunbei Zhang, Chen Liu وآخرون · 2026

In agentic AI systems, frozen foundation models are increasingly deployed as closed-weight API endpoints, making downstream adaptation possible only through the inputs and inference procedures surrounding the model. As a result, for each input query, two coupled decisions largely determine both answer quality and token …

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