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Survival Prediction on TCGA-BRCA

0.758C-index

PANTHERAll + MLP

Updated 4d ago

Evaluation Results

Method	Links
PANTHERAll + MLP 2024.05		0.758
OT 2024.05		0.755
PANTHERAll + lin. 2024.05		0.722
MurreNet 2025.07		0.718
PANTHERTop + lin. 2024.05		0.718
MCAT 2025.07		0.691
DeltaMIL 2025.12		0.6898
DeltaMIL 2025.12		0.6898
SurvPath 2025.07		0.685
Mean-Pooling 2025.12		0.6776
Mean-Pooling 2025.12		0.6776
MOTCat 2025.07		0.675
DeepSets 2024.05		0.673
H2T 2024.05		0.672
S4MIL 2025.12		0.6709
S4MIL 2025.12		0.6709
PANTHERWA + lin. 2024.05		0.67
CMTA 2025.07		0.667
DeltaMIL 2025.12		0.6593
MOME 2025.07		0.659
DSMIL 2025.07		0.657
ILRA 2024.05		0.649
ABMIL 2025.12		0.649
ABMIL 2025.12		0.649
ABMIL 2024.05		0.644
ABMIL 2025.07		0.642
CLAM 2025.12		0.6401
CLAM 2025.12		0.6401
M3IF 2025.07		0.639
MambaMIL 2025.12		0.6387
MambaMIL 2025.12		0.6387
MambaMIL 2025.12		0.6364
TransMIL 2025.12		0.6345
TransMIL 2025.12		0.6345
AttnMISL 2024.05		0.627
Mamba2MIL 2025.12		0.6254
DTFD-MIL 2025.07		0.625
S4MIL 2025.12		0.6248
PORPOISE 2025.07		0.624
DSMIL 2025.12		0.6223
SNN 2025.07		0.621
MLP 2025.07		0.619
DSMIL 2025.12		0.6155
DSMIL 2025.12		0.6155
CLAM 2025.12		0.6142
TransMIL 2024.05		0.612
Mamba2MIL 2025.12		0.6114
Mamba2MIL 2025.12		0.6114
Coxnnet 2025.07		0.593
CLAM 2025.07		0.593
TransMIL 2025.07		0.59
Mean-Pooling 2025.12		0.5827
TransMIL 2025.12		0.5813
PANTHERBot. + lin. 2024.05		0.578
ABMIL 2025.12		0.5742
Max-Pooling 2025.12		0.5608
Max-Pooling 2025.12		0.5608
Max-Pooling 2025.12		0.5462
DSMIL 2024.05		0.496
ProtoCounts 2024.05		0.49