Survival Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
TCGA-LUAD	SMIL	C-index0.695	154	20d ago
TCGA-UCEC	STEPH	C-index0.783	142	20d ago
TCGA-BRCA	GrapHist	C-index0.76	101	26d ago
TCGA-BLCA	HFGPI	C-index0.717	94	26d ago
TCGA-COADREAD	MurreNet	C-index72.5	82	9d ago
BLCA	MurreNet w/ IC-DiT	C-Index0.7255	66	1mo ago
BRCA	PTCMIL	C-Index0.745	66	25d ago
TCGA-STAD	ReconMIL	C-index0.667	62	26d ago
KIRC TCGA	HMKGN	C-Index0.7486	57	1mo ago
TCGA-KIRC (5-fold CV)	BioBERT	C-Index0.7778	56	1mo ago
TCGA-BRCA (5-fold cross-validation)	M2Surv	C-Index0.744	54	1mo ago
LUAD	MurreNet w/ IC-DiT	C-index0.7251	50	9d ago
TCGA-LUAD (5-fold CV)	KEMM	C-Index0.6777	46	1mo ago
TCGA-CO-READ (5-fold cross-validation)	PIBD	C-Index0.786	45	1mo ago
Multi-modal Survival Dataset (test)	DRIM-Surv	C-index0.904	44	1mo ago
TCGA-STAD (5-fold cross-validation)	M2Surv	C-Index0.704	44	1mo ago
TCGA-BRCA (test)	Cox-MT	Concordance Index (CI)0.81	41	1mo ago
TCGA GBM-LGG Internal (test)	Ours (Tch)	C-Index77.49	37	1mo ago
TCGA-KIRP (5-fold CV)	HGP-Mamba	C-Index0.842	37	1mo ago
TCGA-KIRP	MambaMIL+	C-index0.851	36	1mo ago
TCGA-BLCA (5-fold cross-validation)	MambaMIL	C-Index0.677	35	1mo ago
TCGA-BLCA (n = 373)	MurreNet	C-index0.71	30	1mo ago
TNBC cohort (test)	PathoSpatial	DRFS C-index0.637	29	1mo ago
CPTAC External (test)	Ours (Tch)	C-Index65.18	27	1mo ago
TCGA (test)	DIMAF	BLCA Score0.679	27	1mo ago

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