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ResearchFormerly WizWand

Survival Analysis on TCGA-GBMLGG

0.881C-indexMambaMIL
0.666760.722380.7780.83362Mar 2, 2025May 17, 2025Aug 1, 2025Oct 16, 2025Dec 31, 2025Mar 17, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MambaMIL2026.050.881
HFGPIG. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.030.873
MMPInference-time modality=Multimodal inference: WSI+omics at test time2026.060.8704
MUSTPathology modality (P)=Missing, Genomic modality (G)=Observed2026.030.865
MUSTPathology modality (P)=Observed, Genomic modality (G)=Missing2026.030.864
MUSTPathology modality (P)=Observed, Genomic modality (G)=Observed2026.030.864
TopoMamSurv2026.050.863
LD-CVAEInference-time modality=Multimodal inference: WSI+omics at test time2026.060.8613
DMMLtInference-time modality=Multimodal inference: WSI+omics at test time2026.060.8592
PAMTInference-time modality=Multimodal inference: WSI+omics at test time2026.060.8584
HGT2026.050.853
TransMIL2026.050.852
PS3†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.030.851
ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Observed2026.030.851
MoPEInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.8465
GPNetInference-time modality=Gene-only inference2026.060.8462
ICFNet†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.030.846
LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Observed2026.030.845
SMILPathology modality (P)=Observed, Genomic modality (G)=Observed2026.030.844
CMTAG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.839
SMILPathology modality (P)=Missing, Genomic modality (G)=Observed2026.030.839
M3CarePathology modality (P)=Observed, Genomic modality (G)=Observed2026.030.839
MCATG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.835
MoMEG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.835
TransMIL-MoEInference-time modality=Histology-only inference2026.060.8314
LD-CVAEPathology modality (P)=Observed, Genomic modality (G)=Missing2026.030.831
AttMIL-MoEInference-time modality=Histology-only inference2026.060.8304
MOTCatG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.827
G-HANetInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.8252
ShaSpecPathology modality (P)=Missing, Genomic modality (G)=Observed2026.030.823
WIKGInference-time modality=Histology-only inference2026.060.8223
DSMILInference-time modality=Histology-only inference2026.060.8204
DMMLInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.8204
SurvPathG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.817
ShaSpecPathology modality (P)=Observed, Genomic modality (G)=Missing2026.030.816
MKDInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.816
MMPTrans.G. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.815
TransMILI. (Pathology Imaging)=✓2026.030.814
Patch-GCN+VarPool2026.050.814
TDCInference-time modality=Knowledge distillation: WSI+omics training, WSI-only inference2026.060.8134
AttMILInference-time modality=Histology-only inference2026.060.8116
TransMILInference-time modality=Histology-only inference2026.060.8108
SNNInference-time modality=Gene-only inference2026.060.8093
WiKGI. (Pathology Imaging)=✓2026.030.808
GraphMamba2026.050.807
Patch-GCN2026.050.806
Gene exp.G. (Genomic)=✓2026.030.805
ASMILFeatures=CONCH2026.030.8036
PIBDG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.030.802
DTFD-MILInference-time modality=Histology-only inference2026.060.8015
Patch-GCNFeatures=CONCH2026.030.7999
M3CarePathology modality (P)=Missing, Genomic modality (G)=Observed2026.030.797
TransMILFeatures=CONCH2026.030.7956
ABMILFeatures=CONCH2026.030.7935
CLAM-SBI. (Pathology Imaging)=✓2026.030.79
CLAM-MBI. (Pathology Imaging)=✓2026.030.79
M3CarePathology modality (P)=Observed, Genomic modality (G)=Missing2026.030.789
ABMILI. (Pathology Imaging)=✓2026.030.788
GraphLSurv2026.050.787
DeepGraphConv2026.050.785
R2T-MILFeatures=CONCH2026.030.7757
ILRAFeatures=CONCH2026.030.7742
Shazam2025.030.768
H-optimus-12025.030.767
Prov-Gigapath2025.030.766
UNI 22025.030.756
Virchow22025.030.756
Protein exp.P. (Proteomic)=✓2026.030.754
Phikon-v22025.030.748
CLAM-SB2026.050.745
CLAM-MB2026.050.736
SMILPathology modality (P)=Observed, Genomic modality (G)=Missing2026.030.69
DeepAttnMISLFeatures=CONCH2026.030.675