Study Outcome Prediction on Rel Trial
0.729ROC-AUCRelGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| RelGNNTraining Regime=Training from Scratch2026.06 | 0.729 | |
| JUICE (supp×8)Training Regime=Training-free RFM, Ensemble=8 independent supports2026.06 | 0.717 | |
| JUICETraining Regime=Training-free RFM2026.06 | 0.715 | |
| NBFNetTraining Regime=Training from Scratch2026.06 | 0.714 | |
| GriffinTraining Regime=Training-based (Official)2026.06 | 0.693 | |
| RelGT2026.03 | 0.686 | |
| RelGTTraining Regime=Training from Scratch2026.06 | 0.686 | |
| RTTraining Regime=Training from Scratch2026.06 | 0.686 | |
| KumoRFMv1Training Regime=Training-based (Official)2026.06 | 0.681 | |
| RDL-GNNTraining Regime=Training from Scratch2026.06 | 0.674 | |
| RDB-PFNTraining Regime=Pre-trained Prior2026.06 | 0.671 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 0.651 | |
| OpenRFM (tabpfn)Training Regime=Ours2026.06 | 0.634 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 0.627 | |
| OpenRFM (tabicl)Training Regime=Ours2026.06 | 0.608 | |
| LimiX2mContext Size=2562026.03 | 0.5972 | |
| TabPFNv2.5Context Size=2562026.03 | 0.5913 | |
| TabPFNv2Context Size=2562026.03 | 0.5883 | |
| LimiX16m-1estimatorContext Size=2562026.03 | 0.5879 | |
| LimiX16mContext Size=2562026.03 | 0.5864 | |
| RDBPFN_single_tableContext Size=2562026.03 | 0.5858 | |
| RDBPFNContext Size=2562026.03 | 0.5844 | |
| TabICLv1Context Size=2562026.03 | 0.5842 | |
| TabPFNv2.5-1estimatorContext Size=2562026.03 | 0.5677 | |
| TabICLv1.1Context Size=2562026.03 | 0.5667 | |
| LimiXContext Size=128, Parameters=16m, Estimators=12026.03 | 0.5642 | |
| LimiXContext Size=128, Parameters=2m2026.03 | 0.5638 | |
| LimiXContext Size=128, Parameters=16m2026.03 | 0.5624 | |
| TabPFNv2.5Context Size=128, Estimators=12026.03 | 0.5595 | |
| XGBoostContext Size=2562026.03 | 0.5547 | |
| AutoGluonContext Size=2562026.03 | 0.5542 | |
| TabPFNv2.5Context Size=1282026.03 | 0.5519 | |
| LimiX16m-1estimatorContext Size=642026.03 | 0.5504 | |
| TabICLv1.1-1estimatorContext Size=2562026.03 | 0.55 | |
| TabPFNv2Context Size=1282026.03 | 0.5488 | |
| RDBPFNContext Size=642026.03 | 0.5474 | |
| Random ForestContext Size=2562026.03 | 0.5442 | |
| TabICLv1.1Context Size=1282026.03 | 0.544 | |
| TabICLv1Context Size=1282026.03 | 0.5426 | |
| LimiX16mContext Size=642026.03 | 0.5421 | |
| TabPFNv2.5Context Size=642026.03 | 0.5418 | |
| TabPFNv2Context Size=642026.03 | 0.5403 | |
| RDB-PFNContext Size=128, Mode=single table2026.03 | 0.5393 | |
| RDB-PFNContext Size=1282026.03 | 0.5386 | |
| XGBoostContext Size=1282026.03 | 0.5379 | |
| MitraContext Size=2562026.03 | 0.5373 | |
| LimiX2mContext Size=642026.03 | 0.5371 | |
| Random ForestContext Size=1282026.03 | 0.534 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 0.5328 | |
| TabICLv1.1Context Size=128, Estimators=12026.03 | 0.5311 | |
| TabICLv1.1Context Size=642026.03 | 0.5299 | |
| XGBoostContext Size=642026.03 | 0.5293 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 0.528 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 0.528 | |
| MitraContext Size=1282026.03 | 0.5273 | |
| TabICLv1Context Size=642026.03 | 0.5261 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 0.523 | |
| AutoGluonContext Size=1282026.03 | 0.5225 | |
| MitraContext Size=642026.03 | 0.5212 | |
| RDBPFN_single_tableContext Size=642026.03 | 0.5212 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 0.515 | |
| Random ForestContext Size=642026.03 | 0.5101 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 0.5077 | |
| AutoGluonContext Size=642026.03 | 0.5064 | |
| RT-PlurelTraining Regime=Pre-trained Prior2026.06 | 0.493 |