OULAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next-step performance prediction | OULAD | AUC84.2 | 8 | |
| Student Action Prediction | OULAD Overall Aggregate | Flip Rate0 | 7 | |
| Student Action Prediction | OULAD Day 112 temporal cutoff | Decision Accuracy95.4 | 7 | |
| Student Action Prediction | OULAD Day 28 temporal cutoff | Decision Accuracy98.5 | 7 | |
| Fair Classification | OULAD (test) | AUC69.7 | 7 | |
| Student success prediction | OULAD t=56 days (strict LEAP) | Accuracy95.6 | 7 | |
| Student success prediction | OULAD t=14 days (strict LEAP) | Accuracy0.998 | 7 | |
| Survival Analysis | OULAD (test) | AUC_IPCW (T_policy)65.99 | 3 | |
| Student success prediction | OULAD t=49 days (strict LEAP) | ROC-AUC84.06 | 1 | |
| Student success prediction | OULAD t=42 days (strict LEAP) | ROC-AUC0.8281 | 1 | |
| Student success prediction | OULAD t=35 days (strict LEAP) | ROC-AUC82.12 | 1 | |
| Student success prediction | OULAD t=28 days (strict LEAP) | ROC-AUC80.55 | 1 | |
| Student success prediction | OULAD t=21 days (strict LEAP) | ROC-AUC78.51 | 1 | |
| Student success prediction | OULAD t=7 days (strict LEAP) | ROC-AUC (t=7)71.51 | 1 |
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