Task Incremental Learning on Cora+WikiCS+Photo 10-shot (test)
76.18Average Accuracy (AA)G2LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G2LoRAshot_count=10-shot, scenario=TIL2026.06 | 76.18 | -2.09 | |
| InfLoRAshot_count=10-shot, scenario=TIL2026.06 | 74.11 | -8.23 | |
| LoRAshot_count=10-shot, scenario=TIL2026.06 | 73.05 | -6.05 | |
| SD-LoRAshot_count=10-shot, scenario=TIL2026.06 | 72.35 | -9.57 | |
| Cosineshot_count=10-shot, scenario=TIL2026.06 | 62.22 | 0 | |
| SimGCLshot_count=10-shot, scenario=TIL2026.06 | 60.9 | 0.09 | |
| EWCshot_count=10-shot, scenario=TIL2026.06 | 60.55 | -5.27 | |
| LLaMAshot_count=10-shot, scenario=TIL2026.06 | 60.23 | -5.37 | |
| GCNshot_count=10-shot, scenario=TIL2026.06 | 59.55 | -15.92 | |
| GraphGPTshot_count=10-shot, scenario=TIL2026.06 | 57.29 | -14.86 | |
| LLaGAshot_count=10-shot, scenario=TIL2026.06 | 57.23 | -0.07 | |
| TPPshot_count=10-shot, scenario=TIL2026.06 | 56.71 | 0 | |
| LwFshot_count=10-shot, scenario=TIL2026.06 | 53.03 | -3.12 | |
| TEENshot_count=10-shot, scenario=TIL2026.06 | 52.77 | -12.78 | |
| GraphPromptershot_count=10-shot, scenario=TIL2026.06 | 51.44 | -2.66 | |
| RoBERTashot_count=10-shot, scenario=TIL2026.06 | 45.54 | -4.63 | |
| SimpleCILshot_count=10-shot, scenario=TIL2026.06 | 42.95 | -20.37 | |
| GCNLLMEmbshot_count=10-shot, scenario=TIL2026.06 | 42.83 | -8.02 | |
| BERTshot_count=10-shot, scenario=TIL2026.06 | 35.75 | -0.22 |