Survival Analysis on TCGA-GBMLGG
0.881C-indexMambaMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| MambaMIL2026.05 | 0.881 | |
| HFGPIG. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.873 | |
| MMPInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.8704 | |
| MUSTPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.865 | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.864 | |
| MUSTPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.864 | |
| TopoMamSurv2026.05 | 0.863 | |
| LD-CVAEInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.8613 | |
| DMMLtInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.8592 | |
| PAMTInference-time modality=Multimodal inference: WSI+omics at test time2026.06 | 0.8584 | |
| HGT2026.05 | 0.853 | |
| TransMIL2026.05 | 0.852 | |
| PS3†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.851 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.851 | |
| MoPEInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.8465 | |
| GPNetInference-time modality=Gene-only inference2026.06 | 0.8462 | |
| ICFNet†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.846 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.845 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.844 | |
| CMTAG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.839 | |
| SMILPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.839 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Observed2026.03 | 0.839 | |
| MCATG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.835 | |
| MoMEG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.835 | |
| TransMIL-MoEInference-time modality=Histology-only inference2026.06 | 0.8314 | |
| LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.831 | |
| AttMIL-MoEInference-time modality=Histology-only inference2026.06 | 0.8304 | |
| MOTCatG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.827 | |
| G-HANetInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.8252 | |
| ShaSpecPathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.823 | |
| WIKGInference-time modality=Histology-only inference2026.06 | 0.8223 | |
| DSMILInference-time modality=Histology-only inference2026.06 | 0.8204 | |
| DMMLInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.8204 | |
| SurvPathG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.817 | |
| ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.816 | |
| MKDInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.816 | |
| MMPTrans.G. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.815 | |
| TransMILI. (Pathology Imaging)=✓2026.03 | 0.814 | |
| Patch-GCN+VarPool2026.05 | 0.814 | |
| TDCInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.06 | 0.8134 | |
| AttMILInference-time modality=Histology-only inference2026.06 | 0.8116 | |
| TransMILInference-time modality=Histology-only inference2026.06 | 0.8108 | |
| SNNInference-time modality=Gene-only inference2026.06 | 0.8093 | |
| WiKGI. (Pathology Imaging)=✓2026.03 | 0.808 | |
| GraphMamba2026.05 | 0.807 | |
| Patch-GCN2026.05 | 0.806 | |
| Gene exp.G. (Genomic)=✓2026.03 | 0.805 | |
| ASMILFeatures=CONCH2026.03 | 0.8036 | |
| PIBDG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.802 | |
| DTFD-MILInference-time modality=Histology-only inference2026.06 | 0.8015 | |
| Patch-GCNFeatures=CONCH2026.03 | 0.7999 | |
| M3CarePathology modality (P)=Missing, Genomic modality (G)=Observed2026.03 | 0.797 | |
| TransMILFeatures=CONCH2026.03 | 0.7956 | |
| ABMILFeatures=CONCH2026.03 | 0.7935 | |
| CLAM-SBI. (Pathology Imaging)=✓2026.03 | 0.79 | |
| CLAM-MBI. (Pathology Imaging)=✓2026.03 | 0.79 | |
| M3CarePathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.789 | |
| ABMILI. (Pathology Imaging)=✓2026.03 | 0.788 | |
| GraphLSurv2026.05 | 0.787 | |
| DeepGraphConv2026.05 | 0.785 | |
| R2T-MILFeatures=CONCH2026.03 | 0.7757 | |
| ILRAFeatures=CONCH2026.03 | 0.7742 | |
| Shazam2025.03 | 0.768 | |
| H-optimus-12025.03 | 0.767 | |
| Prov-Gigapath2025.03 | 0.766 | |
| UNI 22025.03 | 0.756 | |
| Virchow22025.03 | 0.756 | |
| Protein exp.P. (Proteomic)=✓2026.03 | 0.754 | |
| Phikon-v22025.03 | 0.748 | |
| CLAM-SB2026.05 | 0.745 | |
| CLAM-MB2026.05 | 0.736 | |
| SMILPathology modality (P)=Observed, Genomic modality (G)=Missing2026.03 | 0.69 | |
| DeepAttnMISLFeatures=CONCH2026.03 | 0.675 |