Classification on TCGA
93.54AccuracyGeMM-GAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GeMM-GANClassifier=MLP2026.01 | 93.54 | 93.22 | |
| Cond. WGAN-GPClassifier=MLP2026.01 | 92.62 | 92.47 | |
| CVAEClassifier=MLP2026.01 | 90.31 | 88.03 | |
| Supervised2024.03 | 88.3 | — | |
| HLSS2024.03 | 87.9 | — | |
| HiDisc2024.03 | 83.6 | — | |
| BYOL2024.03 | 83.1 | — | |
| SimCLR2024.03 | 80.7 | — | |
| VICReg2024.03 | 77 | — | |
| SimSiam2024.03 | 76.6 | — | |
| GeMM-GANClassifier=RF2026.01 | 74.49 | 82.49 | |
| XGBoostType=Supervised baseline2021.10 | 72.61 | — | |
| Cond. WGAN-GPClassifier=RF2026.01 | 63.67 | 74.22 | |
| Random ForestType=Supervised baseline2021.10 | 61.62 | — | |
| SubTab (+Noise)Type=Self-supervised, Noise Type=Gaussian noise2021.10 | 58.25 | — | |
| SubTab (+Distance loss)Type=Self-supervised, Noise Type=Gaussian noise, Distance loss=true2021.10 | 58.15 | — | |
| CVAEClassifier=RF2026.01 | 57.25 | 66.98 | |
| SubTab (Base model)Type=Self-supervised, Noise=None2021.10 | 57.02 | — | |
| AE w/ DropoutType=Autocoder baseline, Dropout=0.22021.10 | 56.87 | — | |
| AEType=Autocoder baseline2021.10 | 55.16 | — | |
| VIME-selfType=Self-supervised, Noise Type=Gaussian noise2021.10 | 55.11 | — | |
| DAE (RF)Type=Self-supervised, RF=true, Noise Type=Gaussian noise2021.10 | 54.31 | — | |
| CAE (NC)Type=Self-supervised, NC=true, Noise Type=Gaussian noise2021.10 | 54.2 | — | |
| Logistic RegressionType=Supervised baseline2021.10 | 36.98 | — |