Classification on CIFAR10 (Average expected loss, Worst Class expected loss)
8Avg LossRAI-FW
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAI-FWSetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 8 | 15.4 | |
| RAI-GASetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 8.2 | 19 | |
| ERMSetting=DO, Model complexity=Complex2023.10 | 8.3 | 21.3 | |
| RAI-GASetting=DO, Model complexity=Base, Constraint set=x22023.10 | 10.8 | 25 | |
| RAI-GASetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 10.8 | 23.7 | |
| RAI-FWSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 10.9 | 23.4 | |
| Online GDROSetting=DA, Model complexity=Base2023.10 | 11.2 | 21.7 | |
| RAI-FWSetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 11.2 | 24 | |
| SGDSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 11.3 | 24.7 | |
| Online GDROSetting=PDA, Model complexity=Base2023.10 | 11.3 | 25.2 | |
| ERMSetting=DO, Model complexity=Base2023.10 | 11.4 | 27 | |
| RAI-FWSetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 11.4 | 20.3 | |
| RAI-GASetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 11.5 | 22.4 | |
| AdaBoostSetting=DO, Model complexity=Base2023.10 | 12 | 28.7 |