HERO maps DNA methylation and miRNA to a 16-dimensional intent vector for TF-IDF caption retrieval and cosine-gated repair in VLM-based multi-task breast cancer prediction, claiming SOTA on TCGA-BRCA.
arXiv preprint arXiv:2408.09554 (2024)
2 Pith papers cite this work. Polarity classification is still indexing.
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Lightweight contrastive alignment of frozen histopathology and RNA-seq foundation models enables open-vocabulary molecular prediction from H&E slides, reporting 25-fold retrieval gains on a 1720-sample multi-cancer cohort with clinical validation.
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Data-Efficient Multimodal Alignment for Histopathology-based Molecular Prediction
Lightweight contrastive alignment of frozen histopathology and RNA-seq foundation models enables open-vocabulary molecular prediction from H&E slides, reporting 25-fold retrieval gains on a 1720-sample multi-cancer cohort with clinical validation.