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Survival Prediction on CPTAC External (test)

65.18C-IndexOurs (Tch)
49.392853.491457.5961.6886Aug 22, 2025

Evaluation results

MethodLinks
Ours (Tch)Train Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0865.18
PIBDTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0863.52
MOTCatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0860.66
MCATTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0860.43
Ours (Stu)Train Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0860.15
Ours (Dst)Train Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.0859.63
MoMETrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0859.63
DTFD-MILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0859.48
CLAM-MBTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0859.43
AETrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.0859.31
TransMILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0859.26
DAS-MILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0859.21
CLAM-SBTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0859.19
LMTrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.0859.01
WiKGTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0858.02
G-HANetTrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.0857.96
MMPTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0857.53
ABMILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.0857.36
LD-CVAETrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.0856.67
SMLTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0855.53
ConcatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0855.49
SurvPathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0855.1
SNNTrain Modality=Genomics, Test Modality=Genomics, Zero-shot evaluation=true2025.0854.54
MRePathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0853.76
BilinearTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0853.73
CMTATrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0852.64
AddTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.0850