Classification on Adult (Accuracy, F1, AUC, and Fairness Deltas)
89.65AUCSuppression
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SuppressionBackbone=DNN2025.12 | 89.65 | 18.98 | 9.66 | 18 | 11.3 | 84.28 | 77.75 | |
| IPW-SBackbone=DNN2025.12 | 89.59 | 18.53 | 10.88 | 19.42 | 11.25 | 84.39 | 77.89 | |
| OriginalBackbone=DNN2025.12 | 89.57 | 19.25 | 11.33 | 20.19 | 11.48 | 84.24 | 77.75 | |
| IFFair-DiverseBackbone=DNN2025.12 | 89.31 | 17.29 | 6.7 | 14.2 | 11.34 | 84.14 | 77.43 | |
| IPW-SYBackbone=DNN2025.12 | 89.08 | 20.16 | -0.39 | 10.89 | 7.91 | 80.26 | 74.07 | |
| FairWS + MI2026.04 | 77 | — | — | — | — | — | — | |
| FairWS2026.04 | 76 | — | — | — | — | — | — | |
| EM algorithm2026.04 | 70 | — | — | — | — | — | — | |
| CostFree-DPBackbone=DNN2025.12 | — | 16.82 | 5.64 | — | — | 84.22 | — | |
| CostFree-FPRBackbone=DNN2025.12 | — | 15.96 | 2.11 | — | — | 84.02 | — |