Binary Classification on Creditcard
97.97AccuracySCBoost
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCBoostConfiguration=Out-of-the-box2026.06 | 97.97 | 97.97 | 98.96 | — | |
| SCBoosttuning=default2026.06 | 97.97 | 97.97 | 98.96 | — | |
| LGBMtuning=tuned2026.06 | 97.87 | 97.83 | 99.43 | — | |
| XGBConfiguration=Out-of-the-box2026.06 | 97.36 | 97.31 | 99.33 | — | |
| XGBtuning=tuned2026.06 | 97.36 | 97.31 | 99.35 | — | |
| ITBoost2026.05 | 97.26 | 97.26 | 99.14 | 0.1076 | |
| CATtuning=tuned2026.06 | 97.26 | 97.21 | 99.15 | — | |
| LGBMConfiguration=Out-of-the-box2026.06 | 97.16 | 97.11 | 99.16 | — | |
| CAT2026.05 | 97.05 | 97.01 | 99.21 | 0.0969 | |
| GBDTtuning=tuned2026.06 | 97.05 | 96.99 | 99.1 | — | |
| LGBM2026.05 | 96.85 | 96.79 | 99.18 | 0.126 | |
| RFConfiguration=Out-of-the-box2026.06 | 96.85 | 96.77 | 99.23 | — | |
| ADAtuning=tuned2026.06 | 96.85 | 96.82 | 98.76 | — | |
| CATConfiguration=Out-of-the-box2026.06 | 96.75 | 96.67 | 99.34 | — | |
| ADA2026.05 | 96.55 | 96.55 | 98.81 | 0.485 | |
| ADAConfiguration=Out-of-the-box2026.06 | 96.45 | 96.43 | 98.74 | — | |
| XGB2026.05 | 96.44 | 96.42 | 99.1 | 0.1223 | |
| GBDT2026.05 | 96.34 | 96.31 | 99.01 | 0.1171 | |
| TabPFN2026.05 | 96.14 | 96.05 | 99.19 | 0.1046 | |
| GBDTConfiguration=Out-of-the-box2026.06 | 96.14 | 96.08 | 99.11 | — | |
| RFtuning=tuned2026.06 | 95.93 | 95.79 | 99.05 | — | |
| NGBtuning=tuned, natural_gradient=False2026.06 | 95.83 | 95.82 | 99.09 | — | |
| NGBConfiguration=Out-of-the-box2026.06 | 94 | 93.77 | 98.57 | — | |
| NGB2026.05 | 93.7 | 93.41 | 98.51 | 0.1647 |