Classification on PhysioNet 2012
0.859ROC AUCFeatEHR-LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FeatEHR-LLMFeatures=Baseline + FeatEHR-LLM2026.04 | 0.859 | — | — | |
| TFFeatures=Baseline + TF2026.04 | 0.856 | — | — | |
| OpenFEFeatures=Baseline + OpenFE2026.04 | 0.85 | — | — | |
| SAITS2022.02 | 0.848 | 0.51 | 0.427 | |
| SAITS-base2022.02 | 0.846 | 0.498 | 0.415 | |
| FeatLLMFeatures=Baseline + FeatLLM2026.04 | 0.846 | — | — | |
| Transformer2022.02 | 0.843 | 0.492 | 0.412 | |
| CAAFEFeatures=Baseline + CAAFE2026.04 | 0.843 | — | — | |
| BaselineFeatures=BL2026.04 | 0.836 | — | — | |
| BRITS2022.02 | 0.835 | 0.491 | 0.413 | |
| Median2022.02 | 0.834 | 0.46 | 0.385 | |
| GP-VAE2022.02 | 0.834 | 0.481 | 0.409 | |
| GRUI-GAN2022.02 | 0.83 | 0.451 | 0.388 | |
| E2GAN2022.02 | 0.83 | 0.455 | 0.356 | |
| Last2022.02 | 0.828 | 0.469 | 0.395 | |
| M-RNN2022.02 | 0.822 | 0.454 | 0.388 |