SOTA Survival Analysis benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
TCGA-LUSC	mSTAR	C-index0.6323	38	4d ago
UCEC TCGA (5-fold cross-validation)	2DMambaMIL	C-Index0.7536	28	4d ago
TCGA BLCA (test)	HEALNet	C-Index0.668	28	4d ago
SEER (test)	SurvivalBoost	IBS (Primary)0.0584	18	4d ago
Framingham (test)		IBS Primary0.0814	18	4d ago
PBC (test)	SurvivalBoost	IBS (Primary)0.0898	18	4d ago
TCGA KIRP (test)	MARBLE	C-Index0.8184	18	4d ago
TCGA-LUAD (test)	CURE	C-index0.752	15	4d ago
CRC	PTCMIL	C-Index0.738	15	4d ago
TCGA 20% (val)	MMSF	BLCA Score0.7024	12	4d ago
SUPPORT (5-fold cross-validation)	DeepHit	Concordance Index0.639	11	4d ago
METABRIC (5-fold cross-validation)	DeepHit	C-Index0.675	11	4d ago
SUPPORT (5-fold cross-val)	Cox-Time	Integrated Brier Score0.212	11	4d ago
Rot. & GBSG (5-fold cross-val)		Integrated Brier Score0.169	11	4d ago
NWTCO (5-fold cross-val)		Integrated Brier Score0.0738	11	4d ago
METABRIC (5-fold cross-val)	Logistic-Hazard	Integrated Brier Score0.172	11	4d ago
FLCHAIN (5-fold cross-validation)		Integrated Brier Score0.0917	11	4d ago
TCGA UCEC (test)	Cox-MT	C-Index0.791	10	4d ago
Linear Synthetic Data (test)	KAN-AFT-BuckleyJames	C-index0.875	9	4d ago
Linear Synthetic Data (train)	KAN-AFT-BuckleyJames	C-index0.869	9	4d ago
Heart failure dataset (test)		C-index0.7593	9	4d ago
Heart failure dataset (train)	KAN-AFT	C-index0.7504	9	4d ago
PBC (train)	KAN-AFT	C-index0.8407	9	4d ago
Non Linear Synthetic Data (test)	KAN-AFT-BuckleyJames	C-index0.8419	9	4d ago
Non Linear Synthetic Data (train)	KAN-AFT-BuckleyJames	C-index0.8505	9	4d ago

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