Image Classification on CIFAR-100 20
81Dtar,1 AccuracyTunable MAGMAX (Label)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Tunable MAGMAX (Label)Preference Control=label distribution-based preference control (Label), Scaling factor (lambda_merge)=0.52026.05 | 81 | 82 | 80 | 82 | 81 | 81 | |
| Tunable MAGMAX (OT)Preference Control=OT distance-based preference control (OT), Scaling factor (lambda_merge)=0.52026.05 | 79 | 81 | 78 | 80 | 78 | 79 | |
| BaselineDescription=Sequentially fine-tunes the model on each task without any mitigation of CF2026.05 | 78 | 78 | 76 | 76 | 77 | 77 | |
| MAGMAXScaling factor (lambda_merge)=0.52026.05 | 78 | 78 | 77 | 78 | 76 | 77 | |
| Random MixScaling factor (lambda_merge)=0.52026.05 | 77 | 77 | 75 | 77 | 76 | 76 | |
| Average (Model Soup)Scaling factor (lambda_merge)=0.52026.05 | 77 | 77 | 75 | 77 | 76 | 76 | |
| TIES-MergingScaling factor (lambda_merge)=0.52026.05 | 77 | 78 | 76 | 77 | 76 | 77 |