Classification on Synthetic Label Flipping (test)
72.7AccuracyOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursOptimization Target=Equalized Odds2021.10 | 72.7 | 0.064 | — | |
| ITLM→FBOptimization Target=Demographic Parity2021.10 | 72.5 | — | 0.089 | |
| OursOptimization Target=Demographic Parity2021.10 | 72 | — | 0.006 | |
| ITLM→FBOptimization Target=Equalized Odds2021.10 | 71.8 | 0.199 | — | |
| (ITLM+Penalty)→FBOptimization Target=Demographic Parity2021.10 | 71.4 | — | 0.045 | |
| (ITLM+Penalty)→PenaltyOptimization Target=Demographic Parity2021.10 | 69.4 | — | 0.069 | |
| (ITLM+Penalty)→PenaltyOptimization Target=Equalized Odds2021.10 | 68.5 | 0.213 | — | |
| ITLM→PenaltyOptimization Target=Demographic Parity2021.10 | 67.4 | — | 0.068 | |
| (ITLM+Penalty)→FBOptimization Target=Equalized Odds2021.10 | 66.8 | 0.183 | — | |
| LROptimization Target=Equalized Odds2021.10 | 66.5 | 0.557 | — | |
| LROptimization Target=Demographic Parity2021.10 | 66.5 | — | 0.4 | |
| ITLM→PenaltyOptimization Target=Equalized Odds2021.10 | 65.1 | 0.172 | — |