Counterfactual Fairness Regression on Synthetic nonlinear structural equation datasets (test)
0UnfairnessOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleNode=10, Edge=202022.05 | 0 | 4.098 | |
| FairNode=10, Edge=202022.05 | 0 | 4.101 | |
| OracleNode=20, Edge=402022.05 | 0 | 3.92 | |
| FairNode=20, Edge=402022.05 | 0 | 3.927 | |
| OracleNode=30, Edge=602022.05 | 0 | 3.438 | |
| FairNode=30, Edge=602022.05 | 0 | 3.442 | |
| OracleNode=40, Edge=802022.05 | 0 | 3.478 | |
| FairNode=40, Edge=802022.05 | 0 | 3.479 | |
| FairRelaxNode=40, Edge=802022.05 | 0.9 | 3.474 | |
| FairRelaxNode=30, Edge=602022.05 | 1 | 3.437 | |
| FairRelaxNode=20, Edge=402022.05 | 1.7 | 3.921 | |
| FairRelaxNode=10, Edge=202022.05 | 2.8 | 4.095 | |
| UnawareNode=40, Edge=802022.05 | 9.4 | 3.451 | |
| UnawareNode=30, Edge=602022.05 | 12.6 | 3.371 | |
| UnawareNode=20, Edge=402022.05 | 14.3 | 3.881 | |
| UnawareNode=10, Edge=202022.05 | 21.8 | 4.024 | |
| FullNode=30, Edge=602022.05 | 38.8 | 3.37 | |
| FullNode=40, Edge=802022.05 | 38.8 | 3.457 | |
| FullNode=20, Edge=402022.05 | 49.1 | 3.921 | |
| FullNode=10, Edge=202022.05 | 57.5 | 4.033 |