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Muhammet Sami Yavuz

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Preprint Aug 2026

Training-Free Out-of-Distribution Detection for Pathology Whole-Slide Images

ZIO is proposed, a training-free, multimodal OOD detector for pathology WSIs that leverages vision--language pathology foundation models (FMs) and consistently outperforms both unimodal prototypes and 40 state-of-the-art OOD methods.

Sabri Mustafa Kahya, Richard R. Chen, Muhammet Sami Yavuz et al. · 0 citations
#artificial intelligence Preprint Sep 2026

MIST: Multimodal Survival Prediction with Genomic-Guided Histology Attention

Across four external evaluations in colon, renal, lung, and glioblastoma cohorts, MIST improves external C-index over standard fusion baselines in the primary comparisons, which support genomic-guided histology attention as a compact and effective strategy for multimodal oncology outcome prediction.

Muhammet Sami Yavuz, Sabri Mustafa Kahya, Richard R. Chen et al. · 0 citations

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