Future adaptation learning on Skill sequence Next-stage (subsequent task)
0.67Future AUCLHAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LHASSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.67 | 0.1 | |
| DiversitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.63 | 0.16 | |
| Utility-div.Selection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.62 | 0.28 | |
| RandomSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.61 | 0.12 | |
| QualitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.57 | 0.36 | |
| LossSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.54 | 0.42 | |
| GradientSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 0.52 | 0.47 |