Classification on German Credit (EO Gap, F1, GCIG)
92.5F1 ScoreDISCO-TAB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DISCO-TABprotocol=TSTR protocol2026.04 | 92.5 | — | — | — | |
| FairX2026.03 | 83.3 | 0.12 | 0.066 | — | |
| Lagrangian2026.03 | 83.1 | 0.275 | 0.188 | — | |
| Unconstrained2026.03 | 83 | 0.333 | 0.19 | — | |
| DIR2026.03 | 82.7 | 0.3 | 0.202 | — | |
| Adversarial2026.03 | 82.7 | 0.217 | 0.152 | — | |
| Agarwal2026.03 | 82.5 | 0.16 | 0.213 | — | |
| Hardt2026.03 | 81.9 | 0.294 | 0.21 | — | |
| TabSynprotocol=TSTR protocol2026.04 | 67.3 | — | — | — | |
| TAGALprotocol=TSTR protocol2026.04 | 65 | — | — | — | |
| RealTabFormerprotocol=TSTR protocol2026.04 | 62.9 | — | — | — | |
| MostlyAIprotocol=TSTR protocol2026.04 | 62.6 | — | — | — | |
| TabDDPMprotocol=TSTR protocol2026.04 | 59.2 | — | — | — | |
| TAEGANprotocol=TSTR protocol2026.04 | 59 | — | — | — | |
| CTGANprotocol=TSTR protocol2026.04 | 53.8 | — | — | — | |
| CGDFS#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 72.5 | |
| Grad-Stab#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 68.8 | |
| Greedy#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 70.5 | |
| ICP#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 71.2 | |
| LASSO#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 68 | |
| MI#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 66.5 | |
| RF#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 69.5 | |
| StabSel#Samples=1001, #Features=24, Distribution Shift=true2026.03 | — | — | — | 69.2 |