Continual learning and retention on Skill sequence Historical stages (previous skills)
3.9ForgettingLHAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LHASSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 3.9 | |
| DiversitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 4.3 | |
| RandomSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 4.8 | |
| Utility-div.Selection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 5.5 | |
| QualitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 7.5 | |
| LossSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 8.6 | |
| GradientSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 9.4 |