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ResearchFormerly WizWand

Survival Analysis on TCGA BLCA (test)

0.668C-IndexHEALNet
0.505760.547880.590.63212Nov 15, 2023Apr 16, 2024Sep 16, 2024Feb 17, 2025Jul 20, 2025Dec 20, 2025May 23, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HEALNetFusion strategy=Hybrid early-fusion2023.110.668
ProSurvPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.655
TopoMamSurv2026.050.654
ProSurvPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.030.646
CMTAPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.642
MOTCATFusion strategy=Intermediate2023.110.631
PorpoiseFusion strategy=Late2023.110.62
MCATFusion strategy=Intermediate2023.110.62
MCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.616
TransMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.030.614
MambaMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.030.612
GraphMamba2026.050.612
ProSurvPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=true2025.030.611
Shazam2025.030.608
Uni-modalModality=Omics2023.110.606
G-HANetPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.030.603
MOTCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.6
H-optimus-12025.030.599
UNI 22025.030.598
MambaMIL2026.050.588
WIKGPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.030.585
SurvPathPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.584
Phikon-v22025.030.583
DeepGraphConv2026.050.58
ABMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.030.575
HGT2026.050.575
Patch-GCN+VarPool2026.050.571
PerceiverFusion strategy=Early Fusion2023.110.565
Patch-GCN2026.050.562
Virchow22025.030.561
TransMIL2026.050.561
Uni-modalModality=WSI2023.110.556
SNNTransPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.553
MultiModNFusion strategy=Sequential Fusion2023.110.551
GraphLSurv2026.050.551
SNNPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.030.539
Prov-Gigapath2025.030.539
CLAM-SB2026.050.528
CLAM-MB2026.050.512