Counterfactual Generation on Credit (Novelty, Proximity, Sparsity)
567.17Unique Valid CFsTabular Diffusion
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Tabular DiffusionOracle Budget (N_oracle)=10002026.06 | 567.17 | 0.269 | 18.517 | 1.664 | |
| Tabular DiffusionOracle Budget (N_oracle)=1502026.06 | 85.9 | 0.268 | 18.634 | 2.002 | |
| GrowingSpheresOracle Budget (N_oracle)=10002026.06 | 2.2 | 0.327 | 14.455 | 3.83 | |
| CERTIFAIOracle Budget (N_oracle)=10002026.06 | 1 | 0.022 | 21.1 | 0 | |
| C-CHVAEOracle Budget (N_oracle)=10002026.06 | 0.5 | 0.667 | 2 | 0.167 | |
| DiCEOracle Budget (N_oracle)=1502026.06 | 0 | — | — | — | |
| DiCEOracle Budget (N_oracle)=10002026.06 | 0 | — | — | — | |
| GrowingSpheresOracle Budget (N_oracle)=1502026.06 | 0 | — | — | — | |
| CERTIFAIOracle Budget (N_oracle)=1502026.06 | 0 | — | — | — | |
| C-CHVAEOracle Budget (N_oracle)=1502026.06 | 0 | — | — | — |