Classification on COMPAS (Accuracy and Group Disparity)
68.2Average AccuracySPECTRE & TOPN+WCE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPECTRE & TOPN+WCECategory=Demographic Blind (w/o demographics)2026.02 | 68.2 | 53.9 | 34.4 | 67.5 | 3.3 | |
| ARLCategory=Demographic Blind (w/o demographics)2026.02 | 68.1 | 55.3 | 29 | 67.2 | 4.5 | |
| SPECTRE & WCECategory=Demographic Blind (w/o demographics)2026.02 | 67.9 | 56.1 | 32.2 | 67.2 | 3.2 | |
| SPECTRE & ACCCategory=Demographic Blind (w/o demographics)2026.02 | 67.9 | 56 | 32.6 | 67.4 | 2.8 | |
| SPECTRE & WCE+T+ACategory=Demographic Blind (w/o demographics)2026.02 | 67.6 | 59 | 29.3 | 67 | 2.8 | |
| XGBoostCategory=Baseline2026.02 | 67.1 | 56.6 | 28.9 | 66.4 | 3.9 | |
| GDROCategory=S in Train & Val2026.02 | 67.1 | 56.6 | 27.7 | 66.1 | 5.4 | |
| LRCategory=Baseline2026.02 | 66.9 | 59.5 | 33.9 | 66 | 3 | |
| MMPFCategory=S in Train & Val2026.02 | 66.9 | 59.5 | 33.9 | 66.1 | 2.9 | |
| MMPFrelCategory=S in Train & Val2026.02 | 66.9 | 59.5 | 33.9 | 66.1 | 2.9 | |
| BPFCategory=Demographic Blind (w/o demographics)2026.02 | 58.6 | 55.1 | 35.5 | 57.5 | 6 | |
| RLMCategory=Demographic Blind (w/o demographics)2026.02 | 51.7 | 36.6 | 31.8 | 46 | 9.2 |