Classification on HELOC (test)
83.19AccuracyOriginal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OriginalDownstream model=RF2024.09 | 83.19 | — | |
| Distill-GReaTDownstream model=RF, Number of parameters=82M2024.09 | 82.14 | — | |
| OriginalDownstream model=DT2024.09 | 81.9 | — | |
| Distill-GReaTDownstream model=DT, Number of parameters=82M2024.09 | 81.4 | — | |
| GReaTDownstream model=RF, Number of parameters=355M2024.09 | 80.93 | — | |
| GReaTDownstream model=DT, Number of parameters=355M2024.09 | 79.1 | — | |
| TVAEDownstream model=RF, Number of parameters=62K2024.09 | 77.24 | — | |
| TVAEDownstream model=DT, Number of parameters=62K2024.09 | 76.39 | — | |
| GReaTDownstream model=LR, Number of parameters=355M2024.09 | 71.9 | — | |
| OriginalDownstream model=LR2024.09 | 71.8 | — | |
| Binary DiffusionDownstream model=LR, Number of parameters=2.6M2024.09 | 71.76 | — | |
| XGBoost2026.06 | 71.16 | — | |
| XGBoostDeferral rate=0%2026.06 | 71.16 | 0.0108 | |
| TVAEDownstream model=LR, Number of parameters=62K2024.09 | 71.04 | — | |
| Random Forest2026.06 | 70.8 | — | |
| Random ForestDeferral rate=0%2026.06 | 70.8 | 0.0102 | |
| Distill-GReaTDownstream model=LR, Number of parameters=82M2024.09 | 70.58 | — | |
| MDT+XGBmax_test_deferral_rate=25%2026.06 | 70.56 | — | |
| MDT+XGBDeferral rate=≤25%2026.06 | 70.56 | 0.0107 | |
| Non-Deferral Tree2026.06 | 70.52 | — | |
| Non-Deferral TreeDeferral rate=0%2026.06 | 70.52 | 0.0107 | |
| Binary DiffusionDownstream model=RF, Number of parameters=2.6M2024.09 | 70.47 | — | |
| Binary DiffusionDownstream model=DT, Number of parameters=2.6M2024.09 | 70.25 | — | |
| FIGS2026.06 | 68.4 | — | |
| FIGSDeferral rate=0%2026.06 | 68.4 | 0.0074 | |
| CTGANDownstream model=RF, Number of parameters=277K2024.09 | 62.35 | — | |
| CTGANDownstream model=DT, Number of parameters=277K2024.09 | 61.34 | — | |
| CTGANDownstream model=LR, Number of parameters=277K2024.09 | 57.72 | — | |
| CopulaGANDownstream model=DT, Number of parameters=276K2024.09 | 42.36 | — | |
| CopulaGANDownstream model=RF, Number of parameters=276K2024.09 | 42.35 | — | |
| CopulaGANDownstream model=LR, Number of parameters=276K2024.09 | 42.03 | — |