Classification on COMPAS (Performance & Disparity)
0.0373Delta DPIPW-SY
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| IPW-SYBackbone=DNN2025.12 | 0.0373 | -0.0169 | 0.0755 | 0.0592 | 0.5919 | 0.591 | 0.6302 | |
| IFFair-DiverseBackbone=DNN2025.12 | 0.0839 | 0.0266 | 0.1177 | 0.0106 | 0.6172 | 0.6142 | 0.6483 | |
| CostFree-DPBackbone=DNN2025.12 | 0.103 | 0.0527 | — | — | 0.6103 | — | — | |
| SuppressionBackbone=DNN2025.12 | 0.1092 | 0.0347 | 0.1838 | 0.028 | 0.6127 | 0.6059 | 0.6511 | |
| CostFree-FPRBackbone=DNN2025.12 | 0.1106 | 0.0436 | — | — | 0.6118 | — | — | |
| IPW-SBackbone=DNN2025.12 | 0.1183 | 0.059 | 0.1946 | 0.0032 | 0.6081 | 0.6047 | 0.638 | |
| OriginalBackbone=DNN2025.12 | 0.1598 | 0.08 | 0.2819 | 0.0192 | 0.6204 | 0.6162 | 0.6564 |