Driver DNF Prediction on Rel F1
0.759ROC-AUCRelGT
Evaluation Results
| Method | Links | |
|---|---|---|
| RelGT2026.03 | 0.759 | |
| RelPrism2026.05 | 0.756 | |
| RelGT2026.05 | 0.749 | |
| RelGNN2026.05 | 0.746 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 0.735 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 0.729 | |
| TabPFNv2.5-1estimatorContext Size=2562026.03 | 0.7173 | |
| RDBPFNContext Size=2562026.03 | 0.7171 | |
| TabICLv1.1-1estimatorContext Size=2562026.03 | 0.7155 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 0.7151 | |
| TabICLv1.1Context Size=642026.03 | 0.7141 | |
| TabICLv1.1Context Size=2562026.03 | 0.7137 | |
| TabPFNv2.5Context Size=2562026.03 | 0.7135 | |
| MitraContext Size=1282026.03 | 0.7125 | |
| TabPFNv2Context Size=2562026.03 | 0.7113 | |
| TabICLv1Context Size=2562026.03 | 0.7107 | |
| TabICLv1.1Context Size=1282026.03 | 0.7088 | |
| MitraContext Size=2562026.03 | 0.7075 | |
| LimiX16mContext Size=642026.03 | 0.7069 | |
| MitraContext Size=642026.03 | 0.7068 | |
| TabICLv1.1Context Size=128, Estimators=12026.03 | 0.7057 | |
| Random ForestContext Size=642026.03 | 0.7049 | |
| LimiX16m-1estimatorContext Size=642026.03 | 0.7026 | |
| K-SpaceSupervision=WD, Variant=Adv. (Gradient Projection)2026.03 | 0.702 | |
| TabICLv1Context Size=1282026.03 | 0.7019 | |
| LimiX2mContext Size=2562026.03 | 0.7004 | |
| RDB-PFNContext Size=1282026.03 | 0.7 | |
| Random ForestContext Size=1282026.03 | 0.6999 | |
| TabPFNv2.5Context Size=128, Estimators=12026.03 | 0.6985 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 0.6967 | |
| TabPFNv2Context Size=1282026.03 | 0.6966 | |
| LimiX16mContext Size=2562026.03 | 0.696 | |
| TabPFNv2Context Size=642026.03 | 0.6952 | |
| TabPFNv2.5Context Size=642026.03 | 0.6948 | |
| LimiXContext Size=128, Parameters=2m2026.03 | 0.6946 | |
| TabPFNv2.5Context Size=1282026.03 | 0.6945 | |
| Random ForestContext Size=2562026.03 | 0.6941 | |
| XGBoostContext Size=642026.03 | 0.6937 | |
| RDBPFNContext Size=642026.03 | 0.6932 | |
| AutoGluonContext Size=1282026.03 | 0.6932 | |
| TabICLv1Context Size=642026.03 | 0.6909 | |
| LimiX2mContext Size=642026.03 | 0.6892 | |
| LimiXContext Size=128, Parameters=16m2026.03 | 0.6839 | |
| LimiX16m-1estimatorContext Size=2562026.03 | 0.6799 | |
| AutoGluonContext Size=2562026.03 | 0.6797 | |
| LimiXContext Size=128, Parameters=16m, Estimators=12026.03 | 0.6765 | |
| XGBoostContext Size=1282026.03 | 0.6757 | |
| XGBoostContext Size=2562026.03 | 0.6728 | |
| AutoGluonContext Size=642026.03 | 0.6653 | |
| RelPrismShots=502026.05 | 0.649 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 0.645 | |
| GriffinShots=502026.05 | 0.633 | |
| RTShots=502026.05 | 0.629 | |
| RDB-PFNContext Size=128, Mode=single table2026.03 | 0.6242 | |
| RDBPFN_single_tableContext Size=2562026.03 | 0.6126 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 0.609 | |
| RDBPFN_single_tableContext Size=642026.03 | 0.6063 | |
| LightGBMShots=502026.05 | 0.604 | |
| TVEShots=502026.05 | 0.569 | |
| GraphCLShots=502026.05 | 0.566 | |
| RelGTShots=502026.05 | 0.55 | |
| RelGNNShots=502026.05 | 0.536 | |
| STUNTShots=502026.05 | 0.519 | |
| GraphMAEShots=502026.05 | 0.512 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 0.447 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 0.446 | |
| K-SpaceSupervision=WD, Variant=Base2026.03 | 0.368 |