Multi-omics pathology foundation model integrating whole slide images with genomic, epigenetic, and transcriptomic data via multimodal SigLIP loss and Fragment-aware RoPE. Outperforms larger models like Microsoft GigaPath in cancer detection despite being ~50M parameters.

Paper

arXiv: 2512.14019

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