Classification on FITZ
47.9Type-I AccuracyFairDisCo
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FairDisCoExperiment Group=Upper-bound (Exp E)2024.07 | 47.9 | 52.3 | 46.8 | 57.1 | 57.4 | 61.5 | 54.8 | 47.4 | 19.2 | |
| BiasPrunerExperiment Group=Proposed (Exp D)2024.07 | 45.7 | 50.2 | 43.5 | 55.1 | 56.3 | 58.4 | 51.2 | 33.1 | 20.2 | |
| PackNetExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Resampling (S)2024.07 | 43.4 | 48.5 | 49.4 | 56.5 | 56.2 | 58.4 | 50.1 | 18.4 | 24.8 | |
| SupSupExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Reweighting (W)2024.07 | 42.5 | 45.1 | 44.8 | 53 | 56.1 | 54.4 | 50.8 | 17.8 | 25.4 | |
| SupSupExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Resampling (S)2024.07 | 41.8 | 46.7 | 43.2 | 55.4 | 56.1 | 53.4 | 49.2 | 18.2 | 22.1 | |
| SINGLEExperiment Group=Baselines (Exp A)2024.07 | 41 | 46.9 | 46.5 | 49.5 | 49.2 | 43 | 47.2 | 18.5 | 25.1 | |
| PackNetExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Reweighting (W)2024.07 | 40.5 | 47.7 | 48 | 52.9 | 54.6 | 52.4 | 47.2 | 14.4 | 24.6 | |
| PackNetExperiment Group=CL Methods (Exp B)2024.07 | 36.6 | 40.2 | 44.5 | 44.7 | 47.9 | 31.9 | 41.4 | 15.4 | 42.5 | |
| JOINTExperiment Group=Baselines (Exp A)2024.07 | 26.9 | 30.4 | 33.5 | 30.9 | 36.5 | 24.5 | 32.4 | 13.7 | 29.8 | |
| EWCExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Resampling (S)2024.07 | 26.4 | 35.7 | 32.4 | 41.1 | 41.7 | 38.5 | 34.1 | 22.8 | 31.1 | |
| EWCExperiment Group=CL Methods (Exp B)2024.07 | 25.4 | 35.6 | 35.5 | 40.1 | 41.2 | 24.4 | 32.4 | 21.2 | 34.2 | |
| SupSupExperiment Group=CL Methods (Exp B)2024.07 | 25.4 | 29.8 | 44.1 | 45.2 | 43.6 | 41 | 42.5 | 16.2 | 43.1 | |
| EWCExperiment Group=CL + Bias Mitigation (Exp C), Bias Mitigation Strategy=Reweighting (W)2024.07 | 25.1 | 35.6 | 33.4 | 39.2 | 40.1 | 39.8 | 34.6 | 21.6 | 29.8 | |
| SeqFTExperiment Group=Baselines (Exp A)2024.07 | 18.7 | 26.1 | 29.9 | 25.4 | 21.4 | 19.2 | 22.1 | 5.1 | 72.1 |