Multi-Task Learning on CelebA (MR, Δm%)
6.75Misclassification Rate (MR)APT-Fair
Evaluation results
| Method | Links | ||
|---|---|---|---|
| APT-Fair2026.04 | 6.75 | 0.53 | |
| APT-FAMO2026.04 | 7.2 | 1.04 | |
| APT-CG2026.04 | 7.3 | 1.12 | |
| IMTL-G2026.04 | 7.5 | 0.84 | |
| FAMO2026.04 | 7.5 | 1.21 | |
| Nash-MTL2026.04 | 7.68 | 2.84 | |
| RLW2026.04 | 8.13 | 1.46 | |
| FairGrad2026.04 | 8.15 | 0.37 | |
| APT-Muon2026.04 | 8.33 | 0.03 | |
| UW2026.04 | 8.7 | 3.23 | |
| COST2026.04 | 9.03 | 0.93 | |
| LS2026.04 | 9.35 | 4.15 | |
| CAGrad2026.04 | 9.68 | 2.48 | |
| PCGrad2026.04 | 10.03 | 3.17 | |
| DWA2026.04 | 10.4 | 2.4 | |
| SI2026.04 | 11.63 | 7.2 | |
| MGDA2026.04 | 15.68 | 14.85 |