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Author

Tristan Naumann

2 papers indexed here

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Jul 2026

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis

GigaPath-Flash and GigaTIME-Flash, efficient models for whole-slide pathology AI and spatial proteomics prediction, are introduced and all models and weights are released, providing accessible building blocks for computational pathology, immuno-oncology, and precision health.

N. Usuyama, Jeya Maria Jose Valanarasu, Si-Cong Yao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Reinforcement Learning over Patient Trajectories for Clinical Reasoning in EHR Foundation Models

Electronic health record (EHR) foundation models trained on longitudinal patient trajectories have demonstrated strong performance across diverse clinical prediction tasks. However, their clinical reasoning capabilities remain constrained by next-token prediction on limited and incomplete EHR data. To address this, we...

Yu-Xin Xiao, Sheng Zhang, C. Singh et al. · 0 citations

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