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ResearchFormerly WizWand

Survival Prediction on TCGA-KIRP

0.851C-indexMambaMIL+
-0.034040.195730.42550.65527Dec 19, 2025Jan 12, 2026Feb 6, 2026Mar 3, 2026Mar 28, 2026Apr 22, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MambaMIL+Feature Extractor=CONCH2025.120.851
DeltaMILFeature Extractor=UNI [7]2025.120.8312
DeltaMILFeature Extractor=UNI2025.120.8312
ResTopoMIL2026.050.8182
TransMILGCE=false, Cross-validation=5-fold2026.050.818
MHIM-MIL2026.050.8073
DGR-MIL2026.050.8071
2DMambaMIL2026.050.8027
DeltaMILFeature Extractor=ResNet-502025.120.8016
MambaMILFeature Extractor=UNI [7]2025.120.7978
MambaMILFeature Extractor=UNI2025.120.7978
MambaMIL+Feature Extractor=PLIP2025.120.795
MeanMILFeature Extractor=CONCH2025.120.795
Mean-PoolingFeature Extractor=UNI [7]2025.120.7913
Mean-PoolingFeature Extractor=UNI2025.120.7913
S4MILFeature Extractor=UNI [7]2025.120.7854
S4MILFeature Extractor=UNI2025.120.7854
ABMILGCE=false, Cross-validation=5-fold2026.050.779
ABMILFeature Extractor=UNI [7]2025.120.7773
ABMILFeature Extractor=UNI2025.120.7773
DTFD-MILGCE=false, Cross-validation=5-fold2026.050.777
CLAM-SBGCE=false, Cross-validation=5-fold2026.050.758
MHIM-MILGCE=false, Cross-validation=5-fold2026.050.758
IBMILGCE=false, Cross-validation=5-fold2026.050.753
HDMILGCE=false, Cross-validation=5-fold2026.050.753
MeanMILFeature Extractor=PLIP2025.120.752
CLAMFeature Extractor=UNI [7]2025.120.7518
CLAMFeature Extractor=UNI2025.120.7518
Mamba2MILFeature Extractor=ResNet-502025.120.7473
DSMILGCE=false, Cross-validation=5-fold2026.050.743
DSMILFeature Extractor=ResNet-502025.120.738
CAMILGCE=false, Cross-validation=5-fold2026.050.732
ILRA-MIL2026.050.7272
S4MILFeature Extractor=ResNet-502025.120.7257
Mamba2MILFeature Extractor=UNI [7]2025.120.7153
Mamba2MILFeature Extractor=UNI2025.120.7153
MambaMIL+Feature Extractor=ResNet-502025.120.713
CLAMFeature Extractor=ResNet-502025.120.7099
AB-MIL2026.050.7091
MambaMILFeature Extractor=ResNet-502025.120.707
CLAM-SB2026.050.7034
ABMILFeature Extractor=ResNet-502025.120.7028
TransMIL2026.050.7
DSMILFeature Extractor=UNI [7]2025.120.699
DSMILFeature Extractor=UNI2025.120.699
DS-MIL2026.050.6875
TransMILFeature Extractor=ResNet-502025.120.6815
TransMILFeature Extractor=UNI [7]2025.120.6727
TransMILFeature Extractor=UNI2025.120.6727
MeanMILFeature Extractor=ResNet-502025.120.662
Mean-PoolingFeature Extractor=ResNet-502025.120.6619
Max-PoolingFeature Extractor=ResNet-502025.120.5826
Max-PoolingFeature Extractor=UNI [7]2025.120.5662
Max-PoolingFeature Extractor=UNI2025.120.5662
DSMILGCE=true, Cross-validation=5-fold2026.050.023
HDMILGCE=true, Cross-validation=5-fold2026.050.023
MHIM-MILGCE=true, Cross-validation=5-fold2026.050.021
CAMILGCE=true, Cross-validation=5-fold2026.050.017
TransMILGCE=true, Cross-validation=5-fold2026.050.008
IBMILGCE=true, Cross-validation=5-fold2026.050.008
ABMILGCE=true, Cross-validation=5-fold2026.050.007
DTFD-MILGCE=true, Cross-validation=5-fold2026.050.007
CLAM-SBGCE=true, Cross-validation=5-fold2026.050