Peking University First Hospital

Peptide-HLA class I binding predictor that deconvolves multi-allele immunopeptidomics, pairing frozen ESM-2 embeddings with attention-based MIL.

Vision-language model for neuroblastoma pathology that reads H&E slides with their reports to grade tumors, infer biomarkers and stratify risk.

Virtual staining diffusion model that converts kidney histology between H&E, Masson's trichrome, PAS, and PASM in any direction from one checkpoint.

Cell-free RNA language model for multi-cancer detection, classifying plasma samples straight from raw sequencing reads without gene annotation.