Author

Jiashuai Liu

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Preprint Sep 2026

Can Protein-Derived Knowledge Improve Pathology Foundation Models?

Molecularly guided pathology foundation models (PFMs) exploit transcriptomic or proteomic information to enrich whole-slide image (WSI) representations, yet effectively leveraging large standalone molecular corpora remains challenging. First, existing molecular foundation models encode protein sequences or single-cell...

Di Zhang, Zhang-Peng Gong, Jia-Shuai Liu et al. · 0 citations

Preprint Aug 2026

From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

EviBall reformulates few-shot WSI classification as structured evidence retrieval and competition among candidate classes, and reduces the reliance on learning an unconstrained global aggregation mechanism from scarce slide-level labels.

Di Zhang, Li Zhang, Jia-Shuai Liu et al. · 0 citations

Review Aug 2026

Volumetric Radiology AI in the Era of Multimodal Large Language Models

This Review examines volumetric foundation models, language alignment and compression strategies, and agentic systems that extend MLLMs through planning, tools, memory, and workflow interaction, and introduces a Claim-Design-Validation framework to assess whether technical, workflow, and clinical claims are matched by...

Zan-Ting Ye, Shengyuan Liu, Xin Liu et al. · 0 citations