Model Reconstruction on Adult Income
96Average 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 | 93 | |
| Baseline 2Query Size=4002025.12 | 92 | |
| RECASTTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 91.3 | |
| Baseline 1Query Size=5002025.12 | 91 | |
| SAMPLESTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 90.9 | |
| RECASTTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 90.8 | |
| Baseline 2Query Size=3002025.12 | 90 | |
| RECASTTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 89.4 | |
| Baseline 1Query Size=4002025.12 | 89 | |
| Baseline 1Query Size=3002025.12 | 87 | |
| CCATarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 84.3 | |
| TRATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 84.2 | |
| CCATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 82.7 | |
| SAMPLESTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 81.9 | |
| CCATarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 81.6 | |
| SAMPLESTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 80.1 |