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ResearchFormerly WizWand

Survival Prediction on TCGA GBM-LGG (Internal test)

77.49C-IndexOurs (Tch)
-2.34528818.38118139.1076559.834119Aug 22, 2025Sep 24, 2025Oct 28, 2025Nov 30, 2025Jan 3, 2026Feb 5, 2026Mar 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Ours (Tch)Train Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0877.49
MMPTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0877.1
SurvPathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.7
MOTCatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.58
SMLTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.55
MRePathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.42
PIBDTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.38
BilinearTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.31
ConcatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0876.1
SNNTrain Modality=Genomics, Test Modality=Genomics2025.0875.99
CMTATrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0875.34
MoMETrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0875.32
MCATTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0875.01
Ours (Dst)Train Modality=Histology and Genomics, Test Modality=Histology2025.0874.47
LD-CVAETrain Modality=Histology and Genomics, Test Modality=Histology2025.0874.01
AddTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.0873.99
Ours (Stu)Train Modality=Histology, Test Modality=Histology2025.0873.98
WiKGTrain Modality=Histology, Test Modality=Histology2025.0873.95
G-HANetTrain Modality=Histology and Genomics, Test Modality=Histology2025.0873.84
AETrain Modality=Histology and Genomics, Test Modality=Histology2025.0873.76
TransMILTrain Modality=Histology, Test Modality=Histology2025.0873.27
DTFD-MILTrain Modality=Histology, Test Modality=Histology2025.0871.89
CLAM-SBTrain Modality=Histology, Test Modality=Histology2025.0871.85
DAS-MILTrain Modality=Histology, Test Modality=Histology2025.0871.84
CLAM-MBTrain Modality=Histology, Test Modality=Histology2025.0871.81
LMTrain Modality=Histology and Genomics, Test Modality=Histology2025.0871.81
ABMILTrain Modality=Histology, Test Modality=Histology2025.0867.06
STEPHTraining Source=Model merging-based knowledge transfer from Ms2026.030.7763
VanillaTraining Source=Traditional cancer-specific training on Mt2026.030.7756
Fine-tunedTraining Source=Traditional cancer-specific training on Mt2026.030.7744
ROUPKTTraining Source=Representation-based knowledge transfer from Ms2026.030.7726
Fine-tunedTraining Source=Representation-based knowledge transfer from Ms2026.030.7713
TIES AMTraining Source=Model merging-based knowledge transfer from Ms2026.030.7699
Surgery AMTraining Source=Model merging-based knowledge transfer from Ms2026.030.7696
AdaMergingTraining Source=Model merging-based knowledge transfer from Ms2026.030.7477
Model Avg.Training Source=Model merging-based knowledge transfer from Ms2026.030.7401
Iso-C AMTraining Source=Model merging-based knowledge transfer from Ms2026.030.7253