Survival Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
TCGA-LUAD	MurreNet	C-index0.691	116	4d ago
TCGA-UCEC	DeltaMIL	C-index0.7713	74	4d ago
TCGA-COADREAD	MurreNet	C-index72.5	67	4d ago
TCGA-BRCA	PANTHERAll + MLP	C-index0.758	60	4d ago
TCGA-BRCA (5-fold cross-validation)	M2Surv	C-Index0.744	54	4d ago
TCGA-STAD	MOTCat	C-index0.663	52	4d ago
KIRC TCGA	Shazam	C-Index0.742	50	4d ago
TCGA-LUAD (5-fold CV)	KEMM	C-Index0.6777	46	4d ago
TCGA-KIRC (5-fold CV)	BioBERT	C-Index0.7778	46	4d ago
BLCA	R2T-MIL	C-Index0.6398	46	4d ago
TCGA-BLCA	DeltaMIL	C-index0.6885	45	4d ago
Multi-modal Survival Dataset (test)	DRIM-Surv	C-index0.904	44	4d ago
TCGA-STAD (5-fold cross-validation)	M2Surv	C-Index0.704	44	4d ago
TCGA-BRCA (test)	Cox-MT	Concordance Index (CI)0.81	41	4d ago
TCGA-KIRP	MambaMIL+	C-index0.851	36	4d ago
TCGA-CO-READ (5-fold cross-validation)	PIBD	C-Index0.786	35	4d ago
TCGA-BLCA (5-fold cross-validation)	MambaMIL	C-Index0.677	35	4d ago
BRCA	PTCMIL	C-Index0.745	30	4d ago
TCGA-BLCA (n = 373)	MurreNet	C-index0.71	30	4d ago
TNBC cohort (test)	PathoSpatial	DRFS C-index0.637	29	4d ago
TCGA-KIRP (5-fold CV)	MambaMIL	C-Index0.805	27	4d ago
TCGA LUAD (repeated cross-validation)	MCVAE	C-index0.671	24	4d ago
TCGA-STAD (test)	MARBLE	C-index0.651	24	4d ago
TCGA-READ	PathOmics	C-index0.7485	24	4d ago
TCGA-COAD	PathOmics	C-index0.6732	24	4d ago

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