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#artificial intelligence Preprint Sep 2026

Multimodal LLMs Outperform Pathology Foundation Models in Cross-Domain Histological Similarity

State-of-the-art pathology foundation models, trained on millions of histology tiles, can fail to preserve tissue similarity when comparisons cross slide or institution boundaries. We show that general-purpose multimodal LLMs, without being trained as pathology foundation models, consistently outperform these specializ...

Yi-Shu Zhang, Yun Li, Dai-Wei Zhang · 0 citations
#artificial intelligence Preprint Sep 2026

Positioning manuscripts in the scientific landscape with agentic AI

This work introduces PASS (Publication-oriented Agentic Scientific System), an agentic system that understands manuscripts within their domain-specific literature context and predicts top-matched publication venues and found that the designed literature retrieval module is the strongest performance contributor.

Jia-Wen Chen, Zi-Chen Zhang, Bingxuan Li et al. · 0 citations

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