Image Classification on CIFAR-10H (hard subset)
64.8AccuracySingle Expert
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Single ExpertTemperature Scaling=false2026.06 | 64.8 | 27.6 | |
| Single ExpertTemperature Scaling=true2026.06 | 64.8 | 25.6 | |
| FGRTemperature Scaling=false2026.06 | 64.3 | 26.2 | |
| FGRTemperature Scaling=true2026.06 | 64.3 | 24.3 | |
| Vanilla MoETemperature Scaling=false2026.06 | 63.7 | 28.1 | |
| Vanilla MoETemperature Scaling=true2026.06 | 63.7 | 26.2 | |
| MoCaETemperature Scaling=false2026.06 | 63.7 | 26.2 | |
| MoCaETemperature Scaling=true2026.06 | 63.7 | 24.1 | |
| Robust FilteredTemperature Scaling=false2026.06 | 62.4 | 12.2 | |
| Robust FilteredTemperature Scaling=true2026.06 | 62.4 | 13.9 | |
| Robust MoETemperature Scaling=false2026.06 | 61.2 | 7.4 | |
| Robust MoETemperature Scaling=true2026.06 | 61.2 | 11.5 | |
| FGR + RobustTemperature Scaling=false2026.06 | 60 | 6.5 | |
| FGR + RobustTemperature Scaling=true2026.06 | 60 | 10.8 |