Survival Prediction on TCGA (test)

0.679BLCA ScoreDIMAF

Evaluation Results

Method
DIMAF2026.03	0.679	0.759	—	—	0.752	—	0.669	0.715	—	—	—
MLP2026.03	0.672	0.692	—	—	0.65	—	0.603	0.654	—	—	—
DIMAFx2026.03	0.67	0.76	—	—	0.745	—	0.656	0.708	—	—	—
DIMAFxtx2026.03	0.669	0.675	—	—	0.709	—	0.612	0.666	—	—	—
Pathway MLP2026.03	0.663	0.685	—	—	0.712	—	0.63	0.673	—	—	—
DIMAFxnodis2026.03	0.66	0.749	—	—	0.74	—	0.651	0.7	—	—	—
MMP2026.03	0.657	0.741	—	—	0.728	—	0.674	0.7	—	—	—
PROTOPATH2026.05	0.646	0.649	—	0.642	—	—	—	0.67	—	0.74	0.674
SNN2026.05	0.645	0.592	—	0.635	—	—	—	0.629	—	0.652	0.623
MMP2026.05	0.645	0.637	—	0.61	—	—	—	0.659	—	0.732	0.673
MCAT2026.05	0.643	0.646	—	0.621	—	—	—	0.662	—	0.726	0.672
MOTCat2026.05	0.642	0.581	—	0.587	—	—	—	0.626	—	0.659	0.66
PORPOISE2026.05	0.642	0.621	—	0.617	—	—	—	0.65	—	0.702	0.669
SURVPATH2026.05	0.642	0.641	—	0.604	—	—	—	0.66	—	0.755	0.658
DSMIL2026.05	0.641	0.627	—	0.604	—	—	—	0.632	—	0.66	0.627
MLP2026.05	0.638	0.606	—	0.623	—	—	—	0.63	—	0.656	0.626
PROTOPATH_wsi2026.05	0.633	0.582	—	0.541	—	—	—	0.614	—	0.702	0.614
MiCo2025.06	0.619	0.608	0.813	0.605	0.715	0.8	0.604	0.68	—	—	—
ILRA2025.06	0.612	0.551	0.722	0.6	0.663	0.688	0.59	0.632	—	—	—
TransMIL2025.06	0.61	0.555	0.76	0.565	0.694	0.773	0.585	0.649	—	—	—
SurvPath2026.03	0.61	0.713	—	—	0.737	—	0.608	0.667	—	—	—
PatchGCN2025.06	0.607	0.6	0.736	0.584	0.694	0.783	0.582	0.655	—	—	—
WiKG2025.06	0.607	0.582	0.752	0.579	0.704	0.763	0.595	0.654	—	—	—
HVTSurv2025.06	0.606	0.579	0.792	0.575	0.692	0.778	0.591	0.658	—	—	—
PANTHER2026.03	0.605	0.627	—	—	0.763	—	0.604	0.65	—	—	—
PROTOPATH_gene2026.05	0.604	0.582	—	0.557	—	—	—	0.597	—	0.629	0.614
TransMIL2026.05	0.596	0.575	—	0.546	—	—	—	0.613	—	0.717	0.631
ABMIL2026.05	0.593	0.602	—	0.544	—	—	—	0.608	—	0.691	0.608
RRTMIL2025.06	0.588	0.542	0.738	0.597	0.699	0.77	0.579	0.644	—	—	—
DIMAFxwsi2026.03	0.581	0.699	—	—	0.733	—	0.6	0.653	—	—	—
PIBD2026.05	0.571	0.621	—	0.541	—	—	—	0.61	—	0.68	0.612
PIBD2026.03	0.57	0.608	—	—	0.735	—	0.539	0.613	—	—	—
DeepGraphConv2025.06	0.563	0.581	0.739	0.591	0.681	0.738	0.581	0.639	—	—	—
Patch-GCN2021.07	0.56	0.58	0.824	—	—	—	0.585	0.636	0.629	—	—
AMIL2025.06	0.551	0.576	0.736	0.59	0.681	0.778	0.584	0.642	—	—	—
ABMIL2026.03	0.541	0.624	—	—	0.688	—	0.57	0.606	—	—	—
Attention MIL2021.07	0.536	0.564	0.787	—	—	—	0.559	0.611	0.625	—	—
CoxPH2026.03	0.528	0.491	—	—	0.502	—	0.463	0.496	—	—	—
DeepAttnMISL2021.07	0.504	0.524	0.734	—	—	—	0.548	0.581	0.597	—	—
MIL (Deep Sets)2021.07	0.5	0.5	0.498	—	—	—	0.496	0.499	0.5	—	—
DeepGraphConv2021.07	0.499	0.574	0.816	—	—	—	0.552	0.62	0.659	—	—