| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Preference Learning | Toy dataset 0% label noise (test) | Accuracy99.6 | 76 | |
| Preference Learning | Toy dataset 50% label noise (test) | Accuracy75.7 | 24 | |
| Classification | Toy Dataset d=10000, N=5000 | Classification Rate88.57 | 12 | |
| Classification | Toy Dataset d=2000, N=100000 | Classification Rate92.18 | 12 | |
| Preference Learning | Toy dataset Noise 30% (test) | Accuracy0.739 | 12 | |
| Preference Learning | Toy dataset Noise 10% (test) | Accuracy93.1 | 12 | |
| Regression | Toy dataset (test) | Single Pass RMSE0.4962 | 2 |