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ResearchFormerly WizWand

Aggregate relational prediction on 4DBInfer and RelBench Suite

0.6692Average ROC-AUCTabICLv1
0.6060720.6224610.638850.655239Mar 4, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TabICLv1Context Size=1282026.030.6692
RDB-PFNContext Size=1282026.030.6688
TabPFNv2Context Size=1282026.030.668
TabICLv1.1Context Size=1282026.030.6661
TabPFNv2.5Context Size=1282026.030.6658
LimiXContext Size=128, Parameters=2m2026.030.6655
MitraContext Size=1282026.030.6636
LimiXContext Size=128, Parameters=16m2026.030.6625
TabPFNv2.5Context Size=128, Estimators=12026.030.6601
LimiXContext Size=128, Parameters=16m, Estimators=12026.030.6564
TabICLv1.1Context Size=128, Estimators=12026.030.6562
Random ForestContext Size=1282026.030.6483
RDB-PFNContext Size=128, Mode=single table2026.030.6339
XGBoostContext Size=1282026.030.6286
AutoGluonContext Size=1282026.030.6085