Out-of-distribution robustness evaluation on Skill sequence (OOD)
58.2OOD AccuracyLHAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LHASSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 58.2 | |
| DiversitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 55.7 | |
| Utility-div.Selection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 55 | |
| RandomSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 54 | |
| QualitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 50.2 | |
| LossSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 48.1 | |
| GradientSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 46.5 |