Model Reconstruction on COMPAS
96Avg FidelityCounterfactual-Aware Wasserstein Prototypes
Evaluation results
| Method | Links | |
|---|---|---|
| Counterfactual-Aware Wasserstein PrototypesQuery Size=5002025.12 | 96 | |
| Baseline 2Query Size=5002025.12 | 94 | |
| Counterfactual-Aware Wasserstein PrototypesQuery Size=4002025.12 | 94 | |
| Counterfactual-Aware Wasserstein PrototypesQuery Size=3002025.12 | 94 | |
| Baseline 1Query Size=5002025.12 | 92 | |
| Baseline 2Query Size=4002025.12 | 92 | |
| Baseline 1Query Size=4002025.12 | 90 | |
| Baseline 2Query Size=3002025.12 | 90 | |
| Baseline 1Query Size=3002025.12 | 88 | |
| RECASTTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 86.9 | |
| RECASTTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 85.5 | |
| TRATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 82.6 | |
| RECASTTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 82.1 | |
| CCATarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 78.5 | |
| CCATarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 76.5 | |
| CCATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 65.7 | |
| SAMPLESTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 54.3 | |
| SAMPLESTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 41.5 | |
| SAMPLESTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 39.6 |