Early Event Prediction on ICareFM Track 1 v9 (test)
0.788AUPRC (Circulatory 8h)LightGBM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LightGBMObservation window context=C=24h2026.05 | 0.788 | 0.311 | 0.187 | 0.803 | 0.57 | 0.026 | 0.159 | 0.406 | |
| TCNObservation window context=C=24h2026.05 | 0.759 | 0.299 | 0.241 | 0.778 | 0.281 | 0.028 | 0.354 | 0.391 | |
| LSTMObservation window context=C=24h2026.05 | 0.758 | 0.286 | 0.221 | 0.774 | 0.284 | 0.027 | 0.31 | 0.38 | |
| RidgeObservation window context=C=24h2026.05 | 0.719 | 0.278 | 0.222 | 0.709 | 0.251 | 0.022 | 0.214 | 0.345 | |
| Clin-JEPAInput configuration=hist-only, Observation window context=C=24h2026.05 | 0.37 | 0.254 | 0.277 | 0.644 | 0.491 | 0.06 | 0.352 | 0.35 | |
| Clin-JEPAInput configuration=hist+fut, Observation window context=C=24h2026.05 | 0.368 | 0.258 | 0.285 | 0.635 | 0.489 | 0.059 | 0.759 | 0.408 | |
| SFT w/o JEPAInput configuration=hist-only, Observation window context=C=24h2026.05 | 0.342 | 0.121 | 0.285 | 0.543 | 0.387 | 0.043 | 0.349 | 0.296 | |
| SFT w/o JEPAInput configuration=hist+fut, Observation window context=C=24h2026.05 | 0.338 | 0.217 | 0.301 | 0.526 | 0.376 | 0.038 | 0.752 | 0.364 | |
| V-JEPA 2-ACInput configuration=hist-only, Observation window context=C=24h2026.05 | 0.325 | 0.236 | 0.295 | 0.547 | 0.352 | 0.05 | 0.267 | 0.296 | |
| V-JEPA 2-ACInput configuration=hist+fut, Observation window context=C=24h2026.05 | 0.316 | 0.243 | 0.324 | 0.549 | 0.35 | 0.052 | 0.705 | 0.363 |