Classification on Income (test)
78F1 ScoreOriginal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalDownstream Model=RF2026.04 | 78 | — | — | — | — | 81.76 | |
| SAGE (w/LC)Downstream Model=RF2026.04 | 76 | — | — | — | — | 79.86 | |
| TabSynDownstream Model=DT2026.04 | 75 | — | — | — | — | 83.32 | |
| SPADADownstream Model=RF2026.04 | 75 | — | — | — | — | 81.62 | |
| SAGE (w/FS)Downstream Model=RF2026.04 | 75 | — | — | — | — | 78.58 | |
| OriginalDownstream Model=DT2026.04 | 73 | — | — | — | — | 83.54 | |
| TVAEDownstream Model=DT2026.04 | 73 | — | — | — | — | 83.14 | |
| TVAEDownstream Model=RF2026.04 | 73 | — | — | — | — | 79.38 | |
| CTGANDownstream Model=RF2026.04 | 73 | — | — | — | — | 80.74 | |
| SAGE (w/LC)Downstream Model=DT2026.04 | 72 | — | — | — | — | 82.58 | |
| +Ours#syn=+20K2024.04 | 69.16 | 79.15 | 66.45 | 91.85 | — | — | |
| GREATDownstream Model=RF2026.04 | 69 | — | — | — | — | 69.42 | |
| SAGE (w/FS)Downstream Model=DT2026.04 | 68 | — | — | — | — | 80.66 | |
| +GReaT#syn=+20K2024.04 | 67.95 | 77.51 | 60.69 | 94.33 | — | — | |
| +TVAE#syn=+20K2024.04 | 66.96 | 76.8 | 59.13 | 94.48 | — | — | |
| Original#syn=02024.04 | 66.9 | 76.45 | 57.28 | 95.61 | — | — | |
| +TabDDPM#syn=+20K2024.04 | 66.85 | 76.5 | 57.7 | 95.3 | — | — | |
| +CopulaGAN#syn=+20K2024.04 | 66.75 | 76.73 | 59.16 | 94.29 | — | — | |
| +CTAB-GAN+#syn=+20K2024.04 | 66.49 | 76.42 | 58.14 | 94.7 | — | — | |
| +CTAB-GAN#syn=+20K2024.04 | 66.48 | 76.31 | 57.45 | 95.17 | — | — | |
| +CTGAN#syn=+20K2024.04 | 66.22 | 76.27 | 57.95 | 94.59 | — | — | |
| GRADEDownstream Model=RF2026.04 | 63 | — | — | — | — | 78.57 | |
| CTGANDownstream Model=DT2026.04 | 60 | — | — | — | — | 78.27 | |
| GREATDownstream Model=DT2026.04 | 60 | — | — | — | — | 59.85 | |
| TabSynDownstream Model=RF2026.04 | 59 | — | — | — | — | 79.61 | |
| GRADEDownstream Model=DT2026.04 | 55 | — | — | — | — | 67.51 | |
| SPADADownstream Model=DT2026.04 | 50 | — | — | — | — | 77.65 | |
| AdaFairSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 0 | — | |
| AdaFairSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 0 | — | |
| BaggingSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 3.69 | — | |
| BaggingSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 8.04 | — | |
| EPAF-CSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 3.33 | — | |
| EPAF-CSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 7.88 | — | |
| EPAF-DSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 4.43 | — | |
| EPAF-DSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 7.43 | — | |
| FairGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 2.98 | — | |
| FairGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 7.6 | — | |
| lightGBMSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 3.24 | — | |
| lightGBMSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 10.97 | — | |
| POAFSensitive Attribute=race, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 5.63 | — | |
| POAFSensitive Attribute=sex, Evaluation Protocol=5-fold cross-validation2023.01 | — | — | — | — | 6.88 | — |