Classification on AdultCensus (test)
78.5AccuracyITLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ITLMNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 78.5 | 0.087 | — | |
| ITLMNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 78.5 | — | 0.092 | |
| ITLMNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 78.5 | 0.144 | — | |
| ITLMNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 78.5 | — | 0.105 | |
| Sample selection-based algorithmNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 78.2 | — | 0.049 | |
| FR-TrainNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 78.2 | — | 0.089 | |
| FR-TrainNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 78.2 | 0.075 | — | |
| FR-TrainNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 77.9 | 0.061 | — | |
| ITLM→FBNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 77.6 | — | 0.073 | |
| ITLM→PenaltyNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 77.6 | 0.082 | — | |
| ITLM→PenaltyNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 77.4 | — | 0.054 | |
| ITLM→FBNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 77.3 | 0.047 | — | |
| FR-TrainNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 77.3 | — | 0.049 | |
| ITLM→FBNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 77.2 | 0.047 | — | |
| Sample selection-based algorithmNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 77.1 | 0.029 | — | |
| ITLM→FBNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 76.9 | — | 0.053 | |
| Sample selection-based algorithmNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 76.1 | 0.047 | — | |
| Sample selection-based algorithmNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 76 | — | 0.034 | |
| FBNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 75.8 | — | 0.046 | |
| ITLM→PenaltyNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 75.7 | — | 0.013 | |
| ITLM→PenaltyNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 75.5 | 0.161 | — | |
| LRNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 74.8 | 0.095 | — | |
| LRNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 74.8 | — | 0.127 | |
| FBNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 74.8 | 0.022 | — | |
| LRNoise Type=Label Flipping, Constraint=Equalized Odds2021.10 | 74.6 | 0.07 | — | |
| LRNoise Type=Label Flipping, Constraint=Demographic Parity2021.10 | 74.6 | — | 0.073 | |
| FBNoise Type=Group-Targeted Label Flipping, Constraint=Equalized Odds2021.10 | 73.9 | 0.086 | — | |
| FBNoise Type=Group-Targeted Label Flipping, Constraint=Demographic Parity2021.10 | 69.3 | — | 0.015 |