Survival Prediction on TCGA-BLCA
0.717C-indexHFGPI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HFGPIG. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.717 | — | — | — | — | |
| PS3†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.708 | — | — | — | — | |
| ICFNet†G. (Genomic)=✓, P. (Proteomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.705 | — | — | — | — | |
| MoMEG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.704 | — | — | — | — | |
| CMTAG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.693 | — | — | — | — | |
| WiKGI. (Pathology Imaging)=✓2026.03 | 0.691 | — | — | — | — | |
| MMPTrans.G. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.689 | — | — | — | — | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 0.6885 | — | — | — | — | |
| DeltaMILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6885 | — | — | — | — | |
| TransMILI. (Pathology Imaging)=✓2026.03 | 0.688 | — | — | — | — | |
| MOTCatG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.688 | — | — | — | — | |
| MCATG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.686 | — | — | — | — | |
| SurvPathG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.685 | — | — | — | — | |
| ABMILFeature Extractor=UNI [7]2025.12 | 0.6835 | — | — | — | — | |
| ABMILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6835 | — | — | — | — | |
| CLAM-MBI. (Pathology Imaging)=✓2026.03 | 0.682 | — | — | — | — | |
| DeReFGenomic=true, Pathology=true2025.08 | 0.681 | — | — | — | — | |
| PIBDG. (Genomic)=✓, I. (Pathology Imaging)=✓2026.03 | 0.679 | — | — | — | — | |
| CFDLGenomic=true, Pathology=true2025.08 | 0.675 | — | — | — | — | |
| MoMEGenomic=true, Pathology=true2025.08 | 0.674 | — | — | — | — | |
| MOTCatGenomic=true, Pathology=true2025.08 | 0.673 | — | — | — | — | |
| MCATGenomic=true, Pathology=true2025.08 | 0.672 | — | — | — | — | |
| Gene exp.G. (Genomic)=✓2026.03 | 0.672 | — | — | — | — | |
| CLAM-SBI. (Pathology Imaging)=✓2026.03 | 0.672 | — | — | — | — | |
| TransMILFeature Extractor=UNI [7]2025.12 | 0.6691 | — | — | — | — | |
| TransMILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6691 | — | — | — | — | |
| ReconMILFeature Extractor=PLIP2026.03 | 0.668 | — | — | — | — | |
| Concat+MLPGenomic=true, Pathology=true2025.08 | 0.665 | — | — | — | — | |
| ROUPKTTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.6644 | — | — | — | — | |
| M-TransFeature Extractor=ResNet-502026.03 | 0.661 | — | — | — | — | |
| DeltaMILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6604 | — | — | — | — | |
| CMTAGenomic=true, Pathology=true2025.08 | 0.66 | — | — | — | — | |
| SNNTransGenomic=true, Pathology=false2025.08 | 0.659 | — | — | — | — | |
| ReconMILFeature Extractor=CONCH v1.52026.03 | 0.659 | — | — | — | — | |
| S4MILFeature Extractor=UNI [7]2025.12 | 0.6572 | — | — | — | — | |
| S4MILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6572 | — | — | — | — | |
| ABMILI. (Pathology Imaging)=✓2026.03 | 0.657 | — | — | — | — | |
| Mamba2MILFeature Extractor=UNI [7]2025.12 | 0.6546 | — | — | — | — | |
| Mamba2MILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6546 | — | — | — | — | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 0.6524 | — | — | — | — | |
| Mean-PoolingFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6524 | — | — | — | — | |
| TransFeature Extractor=ResNet-502026.03 | 0.652 | — | — | — | — | |
| S4MILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6501 | — | — | — | — | |
| ReconMILFeature Extractor=ResNet-502026.03 | 0.65 | — | — | — | — | |
| Protein exp.P. (Proteomic)=✓2026.03 | 0.648 | — | — | — | — | |
| TransMILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6475 | — | — | — | — | |
| MambaFeature Extractor=ResNet-502026.03 | 0.647 | — | — | — | — | |
| MambaMILFeature Extractor=UNI [7]2025.12 | 0.6444 | — | — | — | — | |
| MambaMILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6444 | — | — | — | — | |
| VanillaTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.6438 | — | — | — | — | |
| STEPHTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.6413 | — | — | — | — | |
| TIES AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.6401 | — | — | — | — | |
| CCLGenomic=true, Pathology=true2025.08 | 0.64 | — | — | — | — | |
| MambaMILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6398 | — | — | — | — | |
| Fine-tunedTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.6384 | — | — | — | — | |
| RRTFeature Extractor=ResNet-502026.03 | 0.634 | — | — | — | — | |
| Mamba2MILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6317 | — | — | — | — | |
| Max-PoolingFeature Extractor=UNI [7]2025.12 | 0.6301 | — | — | — | — | |
| Max-PoolingFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6301 | — | — | — | — | |
| JASMINEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.63 | — | — | — | 1 | |
| S4Feature Extractor=ResNet-502026.03 | 0.627 | — | — | — | — | |
| DPsurvUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.625 | — | 0.41 | 0.855 | — | |
| MINDDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.622 | — | — | — | 2 | |
| CLAMFeature Extractor=ResNet-502026.03 | 0.621 | — | — | — | — | |
| SNNGenomic=true, Pathology=false2025.08 | 0.618 | — | — | — | — | |
| LWRDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.615 | — | — | — | 3 | |
| ASMILFeatures=CONCH2026.03 | 0.6133 | — | — | — | — | |
| Patch-GCNFeatures=CONCH2026.03 | 0.6124 | — | — | — | — | |
| DSFeature Extractor=ResNet-502026.03 | 0.611 | — | — | — | — | |
| CLAMFeature Extractor=UNI [7]2025.12 | 0.6039 | — | — | — | — | |
| CLAMFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.6039 | — | — | — | — | |
| M-ABFeature Extractor=ResNet-502026.03 | 0.603 | — | — | — | — | |
| MeanFeature Extractor=ResNet-502026.03 | 0.602 | — | — | — | — | |
| BayesMILUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.602 | — | 0.414 | 1.058 | — | |
| PANTHERUncertainty-Aware=false, Validation=5-fold cross-validation2025.09 | 0.601 | — | 0.53 | 1.331 | — | |
| DSMILFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.5991 | — | — | — | — | |
| AttnMILGenomic=false, Pathology=true2025.08 | 0.599 | — | — | — | — | |
| ABFeature Extractor=ResNet-502026.03 | 0.599 | — | — | — | — | |
| MSNEDownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.598 | — | — | — | 4 | |
| Fine-tunedTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.5971 | — | — | — | — | |
| PIBDGenomic=true, Pathology=true2025.08 | 0.595 | — | — | — | — | |
| AdaMergingTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5928 | — | — | — | — | |
| IntegrAODownstream predictor=penalized Cox's proportional hazards models, Evaluation protocol=five-fold cross-validation, Input features=patient information and embeddings2026.06 | 0.592 | — | — | — | 5 | |
| Mean-PoolingFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.5904 | — | — | — | — | |
| TransMILFeatures=CONCH2026.03 | 0.5885 | — | — | — | — | |
| Surgery AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5881 | — | — | — | — | |
| DSMILFeature Extractor=UNI [7]2025.12 | 0.5875 | — | — | — | — | |
| DSMILFeature Extractor=UNI, Evaluation Protocol=5-fold cross-validation2025.12 | 0.5875 | — | — | — | — | |
| EVREGUncertainty-Aware=true, Validation=5-fold cross-validation2025.09 | 0.587 | — | 0.461 | 5.469 | — | |
| Iso-C AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5862 | — | — | — | — | |
| Model Avg.Training Source=Model merging-based knowledge transfer from Ms2026.03 | 0.5843 | — | — | — | — | |
| DSMILUncertainty-Aware=false, Validation=5-fold cross-validation2025.09 | 0.583 | — | 0.417 | 1.08 | — | |
| CLAMFeature Extractor=ResNet-50, Evaluation Protocol=5-fold cross-validation2025.12 | 0.58 | — | — | — | — | |
| PathRWKV2025.03 | 0.579 | — | — | — | — | |
| TransMILUncertainty-Aware=false, Validation=5-fold cross-validation2025.09 | 0.578 | — | 0.823 | 3.239 | — | |
| R2T-MILFeatures=CONCH2026.03 | 0.5775 | — | — | — | — | |
| S4MIL2025.03 | 0.576 | — | — | — | — | |
| TransMILGenomic=false, Pathology=true2025.08 | 0.575 | — | — | — | — | |
| MambaMIL2025.03 | 0.575 | — | — | — | — | |
| ABMIL2025.03 | 0.573 | — | — | — | — |