Binary Classification on 4DBInfer (test)
0.7944AUROC (AB Churn)RelAgent
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RelAgentTraining Paradigm=Supervised2026.07 | 0.7944 | 0.6263 | 0.8635 | 0.8945 | — | — | 0.8903 | 1.4 | |
| RDBLearn (v1.1)Training Paradigm=Foundation model, Accessibility=Open-Source2026.07 | 0.785 | 0.6376 | 0.8906 | 0.8786 | — | — | 0.8869 | 2.2 | |
| RandGNNTraining Paradigm=Foundation model, Accessibility=Open-Source2026.07 | 0.7742 | 0.4929 | 0.6621 | 0.6106 | — | — | 0.7741 | 6.8 | |
| RDBLearnCategory=FDN, Rank=3.82026.04 | 0.7741 | 0.5447 | 0.8469 | 0.8845 | 0.8796 | 0.786 | — | — | |
| HGTCategory=SUP. RELML, Rank=3.42026.04 | 0.773 | 0.626 | 0.8495 | 0.8817 | 0.867 | 0.7994 | — | — | |
| KumoRFM-2Category=FDN, Rank=3.62026.04 | 0.7706 | 0.6197 | 0.8436 | 0.885 | 0.8792 | 0.7996 | — | — | |
| KumoRFM-2Training Paradigm=Foundation model, Accessibility=Closed-Source2026.07 | 0.7706 | 0.6197 | 0.8436 | 0.885 | — | — | 0.8792 | 3.9 | |
| PNACategory=SUP. RELML, Rank=4.02026.04 | 0.7645 | 0.6249 | 0.8367 | 0.8896 | 0.8664 | 0.7964 | — | — | |
| GATCategory=SUP. RELML, Rank=5.82026.04 | 0.7622 | 0.6146 | 0.8284 | 0.8853 | 0.8645 | 0.791 | — | — | |
| GraphSAGECategory=SUP. RELML, Rank=4.62026.04 | 0.7571 | 0.6239 | 0.847 | 0.8861 | 0.8558 | 0.794 | — | — | |
| GraphSageTraining Paradigm=Supervised2026.07 | 0.7571 | 0.6239 | 0.847 | 0.8861 | — | — | 0.8558 | 3.8 | |
| KumoRFM-1Category=FDN, Rank=4.62026.04 | 0.7559 | 0.6111 | 0.8436 | 0.8892 | 0.8787 | 0.7917 | — | — | |
| KumoRFM-1Training Paradigm=Foundation model, Accessibility=Closed-Source2026.07 | 0.7559 | 0.6111 | 0.8436 | 0.8892 | — | — | 0.8787 | 4.3 | |
| RDB-PFNTraining Paradigm=Foundation model, Accessibility=Closed-Source2026.07 | 0.7338 | 0.5259 | 0.7812 | 0.856 | — | — | 0.855 | 6.2 | |
| DFS+AutoGluonCategory=SUP. TABML, Rank=7.62026.04 | 0.7291 | 0.5494 | 0.8008 | 0.8849 | 0.8396 | 0.7608 | — | — | |
| DFS+XGBoostCategory=SUP. TABML, Rank=9.02026.04 | 0.6922 | 0.5421 | 0.7906 | 0.8675 | 0.8251 | 0.7435 | — | — | |
| GriffinTraining Paradigm=Foundation model, Accessibility=Open-Source2026.07 | 0.5332 | 0.5222 | 0.3992 | 0.7166 | — | — | 0.7218 | 7.8 | |
| XGBoostCategory=SUP. TABML, Rank=10.62026.04 | 0.5 | 0.5 | 0.5 | 0.4968 | 0.5084 | 0.501 | — | — | |
| AutoGluonCategory=SUP. TABML, Rank=10.42026.04 | 0.5 | 0.4969 | 0.5096 | 0.5081 | 0.5 | 0.5029 | — | — | |
| XGBoostTraining Paradigm=Supervised2026.07 | 0.5 | 0.5 | 0.5 | 0.4968 | — | — | 0.5084 | 8.6 |