Fair Classification on Synthetic 1.0 (test)
72.7AccuracyOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Oursnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 72.7 | 0.064 | — | |
| Oursnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 72.6 | 0.04 | — | |
| ITLM→FBnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 72.5 | 0.089 | — | |
| FR-Trainnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 72.2 | 0.078 | — | |
| Oursnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 72 | 0.006 | — | |
| Oursnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 72 | — | 0.039 | |
| ITLMnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 71.9 | 0.315 | — | |
| ITLMnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 71.9 | — | 0.287 | |
| ITLM→FBnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 71.8 | 0.199 | — | |
| ITLMnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 71.6 | 0.424 | — | |
| ITLMnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 71.6 | 0.38 | — | |
| FR-Trainnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 71.5 | 0.046 | — | |
| FR-Trainnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 71.1 | 0.057 | — | |
| ITLM→FBnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 70.7 | 0.108 | — | |
| ITLM→Penaltynoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 70.6 | 0.08 | — | |
| FR-Trainnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 70.6 | — | 0.079 | |
| ITLM→FBnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 70.4 | — | 0.067 | |
| ITLM→Penaltynoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 68.8 | — | 0.044 | |
| FBnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 68.3 | 0.063 | — | |
| ITLM→Penaltynoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 67.4 | 0.068 | — | |
| LRnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 66.5 | 0.557 | — | |
| LRnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 66.5 | 0.4 | — | |
| ITLM→Penaltynoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 65.1 | 0.172 | — | |
| LRnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 60 | 0.405 | — | |
| LRnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 60 | — | 0.3 | |
| FBnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 54.4 | 0.072 | — | |
| FBnoise_type=Group-Targeted Label Flipping, noise_ratio=10%, runs=52021.10 | 52.6 | — | 0.082 | |
| FBnoise_type=Label Flipping, noise_ratio=10%, runs=52021.10 | 50.9 | 0.051 | — |