Driver Top 3 Prediction on Rel F1
85ROC-AUCRelPrism
Evaluation results
| Method | Links | |
|---|---|---|
| RelPrism2026.05 | 85 | |
| RelGNN2026.05 | 84.8 | |
| GelGT2026.05 | 84 | |
| RelGT2026.05 | 83.8 | |
| RelGT2026.03 | 83.5 | |
| K-SpaceSupervision=WD, Variant=Adv. (Gradient Projection)2026.03 | 82.9 | |
| Rel-LLM2026.05 | 82 | |
| Nodeformer2026.05 | 82 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 81.8 | |
| MitraContext Size=2562026.03 | 81.47 | |
| LimiX2mContext Size=2562026.03 | 80.98 | |
| RDBPFNContext Size=2562026.03 | 80.9 | |
| RDBPFN_single_tableContext Size=2562026.03 | 80.79 | |
| TabPFNv2.5Context Size=2562026.03 | 80.56 | |
| TabICLv1.1Context Size=2562026.03 | 80.56 | |
| TabICLv1.1-1estimatorContext Size=2562026.03 | 80.44 | |
| TabPFNv2.5-1estimatorContext Size=2562026.03 | 80.38 | |
| RDB-PFNContext Size=1282026.03 | 80.13 | |
| TabPFNv2Context Size=2562026.03 | 79.95 | |
| TabICLv1Context Size=2562026.03 | 79.82 | |
| LimiX16mContext Size=2562026.03 | 79.55 | |
| RDBPFNContext Size=642026.03 | 79.52 | |
| LimiXContext Size=128, Parameters=2m2026.03 | 79.5 | |
| MitraContext Size=1282026.03 | 79.36 | |
| TabICLv1.1Context Size=1282026.03 | 79.36 | |
| TabPFNv2.5Context Size=1282026.03 | 79.24 | |
| TabICLv1.1Context Size=128, Estimators=12026.03 | 79.16 | |
| TabPFNv2Context Size=1282026.03 | 79.07 | |
| XGBoostContext Size=2562026.03 | 79.07 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 79 | |
| AutoGluonContext Size=2562026.03 | 78.98 | |
| TabICLv1Context Size=1282026.03 | 78.66 | |
| LimiX16m-1estimatorContext Size=2562026.03 | 78.53 | |
| TabPFNv2.5Context Size=128, Estimators=12026.03 | 78.4 | |
| TabPFNv2Context Size=642026.03 | 78.36 | |
| LimiXContext Size=128, Parameters=16m2026.03 | 78.27 | |
| XGBoostContext Size=1282026.03 | 78.24 | |
| Random ForestContext Size=1282026.03 | 78.22 | |
| LimiXContext Size=128, Parameters=16m, Estimators=12026.03 | 78.12 | |
| MitraContext Size=642026.03 | 77.93 | |
| LimiX16m-1estimatorContext Size=642026.03 | 77.84 | |
| TabICLv1Context Size=642026.03 | 77.78 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 77.75 | |
| LimiX2mContext Size=642026.03 | 77.67 | |
| Random ForestContext Size=2562026.03 | 77.65 | |
| TabPFNv2.5Context Size=642026.03 | 77.34 | |
| XGBoostContext Size=642026.03 | 77.33 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 77.25 | |
| Random ForestContext Size=642026.03 | 77.09 | |
| TabICLv1.1Context Size=642026.03 | 76.86 | |
| LimiX16mContext Size=642026.03 | 76.67 | |
| RDB-PFNContext Size=128, Mode=single table2026.03 | 76.53 | |
| RelPrismShots=502026.05 | 76.5 | |
| RTShots=502026.05 | 76 | |
| RDBPFN_single_tableContext Size=642026.03 | 75.81 | |
| TVEShots=502026.05 | 74.5 | |
| AutoGluonContext Size=642026.03 | 74.45 | |
| LightGBMShots=502026.05 | 72.9 | |
| AutoGluonContext Size=1282026.03 | 72.68 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 72.4 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 68.3 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 64.7 | |
| GriffinShots=502026.05 | 61.8 | |
| STUNTShots=502026.05 | 61.6 | |
| RelGNNShots=502026.05 | 59.2 | |
| RelGTShots=502026.05 | 59.1 | |
| GraphCLShots=502026.05 | 58.5 | |
| GraphMAEShots=502026.05 | 55.5 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 52.8 | |
| K-SpaceSupervision=WD, Variant=Base2026.03 | 21.9 |