Aggregate relational prediction on 4DBInfer and RelBench Suite
0.6692Average ROC-AUCTabICLv1
Evaluation Results
| Method | Links | |
|---|---|---|
| TabICLv1Context Size=1282026.03 | 0.6692 | |
| RDB-PFNContext Size=1282026.03 | 0.6688 | |
| TabPFNv2Context Size=1282026.03 | 0.668 | |
| TabICLv1.1Context Size=1282026.03 | 0.6661 | |
| TabPFNv2.5Context Size=1282026.03 | 0.6658 | |
| LimiXContext Size=128, Parameters=2m2026.03 | 0.6655 | |
| MitraContext Size=1282026.03 | 0.6636 | |
| LimiXContext Size=128, Parameters=16m2026.03 | 0.6625 | |
| TabPFNv2.5Context Size=128, Estimators=12026.03 | 0.6601 | |
| LimiXContext Size=128, Parameters=16m, Estimators=12026.03 | 0.6564 | |
| TabICLv1.1Context Size=128, Estimators=12026.03 | 0.6562 | |
| Random ForestContext Size=1282026.03 | 0.6483 | |
| RDB-PFNContext Size=128, Mode=single table2026.03 | 0.6339 | |
| XGBoostContext Size=1282026.03 | 0.6286 | |
| AutoGluonContext Size=1282026.03 | 0.6085 |