Model Reconstruction on HELOC
95Average FidelityCounterfactual-Aware Wasserstein Prototypes
Evaluation results
| Method | Links | |
|---|---|---|
| Counterfactual-Aware Wasserstein PrototypesQuery Size=5002025.12 | 95 | |
| Baseline 2Query Size=5002025.12 | 93 | |
| Counterfactual-Aware Wasserstein PrototypesQuery Size=4002025.12 | 93 | |
| Counterfactual-Aware Wasserstein PrototypesQuery Size=3002025.12 | 93 | |
| Baseline 1Query Size=5002025.12 | 91 | |
| Baseline 2Query Size=4002025.12 | 91 | |
| Baseline 1Query Size=4002025.12 | 89 | |
| Baseline 2Query Size=3002025.12 | 89 | |
| Baseline 1Query Size=3002025.12 | 87 | |
| RECASTTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 79.8 | |
| RECASTTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 77.2 | |
| CCATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 70.2 | |
| TRATarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 70.2 | |
| RECASTTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 69.6 | |
| CCATarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 67 | |
| CCATarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 64.4 | |
| SAMPLESTarget Model=DT, Query Size=100, CF Generation Method=MCCF2026.06 | 62 | |
| SAMPLESTarget Model=LR, Query Size=100, CF Generation Method=MCCF2026.06 | 55.1 | |
| SAMPLESTarget Model=MLP, Query Size=100, CF Generation Method=MCCF2026.06 | 42.7 |