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ResearchFormerly WizWand

Study Outcome Prediction on Rel Trial

0.729ROC-AUCRelGNN
0.483560.547280.6110.67472Mar 4, 2026Mar 19, 2026Apr 3, 2026Apr 18, 2026May 3, 2026May 18, 2026Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RelGNNTraining Regime=Training from Scratch2026.060.729
JUICE (supp×8)Training Regime=Training-free RFM, Ensemble=8 independent supports2026.060.717
JUICETraining Regime=Training-free RFM2026.060.715
NBFNetTraining Regime=Training from Scratch2026.060.714
GriffinTraining Regime=Training-based (Official)2026.060.693
RelGT2026.030.686
RelGTTraining Regime=Training from Scratch2026.060.686
RTTraining Regime=Training from Scratch2026.060.686
KumoRFMv1Training Regime=Training-based (Official)2026.060.681
RDL-GNNTraining Regime=Training from Scratch2026.060.674
RDB-PFNTraining Regime=Pre-trained Prior2026.060.671
K-SpaceSupervision=ST, Variant=Base2026.030.651
OpenRFM (tabpfn)Training Regime=Ours2026.060.634
K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.030.627
OpenRFM (tabicl)Training Regime=Ours2026.060.608
LimiX2mContext Size=2562026.030.5972
TabPFNv2.5Context Size=2562026.030.5913
TabPFNv2Context Size=2562026.030.5883
LimiX16m-1estimatorContext Size=2562026.030.5879
LimiX16mContext Size=2562026.030.5864
RDBPFN_single_tableContext Size=2562026.030.5858
RDBPFNContext Size=2562026.030.5844
TabICLv1Context Size=2562026.030.5842
TabPFNv2.5-1estimatorContext Size=2562026.030.5677
TabICLv1.1Context Size=2562026.030.5667
LimiXContext Size=128, Parameters=16m, Estimators=12026.030.5642
LimiXContext Size=128, Parameters=2m2026.030.5638
LimiXContext Size=128, Parameters=16m2026.030.5624
TabPFNv2.5Context Size=128, Estimators=12026.030.5595
XGBoostContext Size=2562026.030.5547
AutoGluonContext Size=2562026.030.5542
TabPFNv2.5Context Size=1282026.030.5519
LimiX16m-1estimatorContext Size=642026.030.5504
TabICLv1.1-1estimatorContext Size=2562026.030.55
TabPFNv2Context Size=1282026.030.5488
RDBPFNContext Size=642026.030.5474
Random ForestContext Size=2562026.030.5442
TabICLv1.1Context Size=1282026.030.544
TabICLv1Context Size=1282026.030.5426
LimiX16mContext Size=642026.030.5421
TabPFNv2.5Context Size=642026.030.5418
TabPFNv2Context Size=642026.030.5403
RDB-PFNContext Size=128, Mode=single table2026.030.5393
RDB-PFNContext Size=1282026.030.5386
XGBoostContext Size=1282026.030.5379
MitraContext Size=2562026.030.5373
LimiX2mContext Size=642026.030.5371
Random ForestContext Size=1282026.030.534
TabPFNv2.5-1estimatorContext Size=642026.030.5328
TabICLv1.1Context Size=128, Estimators=12026.030.5311
TabICLv1.1Context Size=642026.030.5299
XGBoostContext Size=642026.030.5293
K-SpaceSupervision=CD, Variant=Base2026.030.528
K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.030.528
MitraContext Size=1282026.030.5273
TabICLv1Context Size=642026.030.5261
K-SpaceSupervision=ALL, Variant=Base2026.030.523
AutoGluonContext Size=1282026.030.5225
MitraContext Size=642026.030.5212
RDBPFN_single_tableContext Size=642026.030.5212
K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.030.515
Random ForestContext Size=642026.030.5101
TabICLv1.1-1estimatorContext Size=642026.030.5077
AutoGluonContext Size=642026.030.5064
RT-PlurelTraining Regime=Pre-trained Prior2026.060.493