Domain Incremental Learning on Cora+Citeseer+WikiCS 10-shot (test)
67.74Average AccuracyG2LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G2LoRAshot_count=10-shot, scenario=DIL2026.06 | 67.74 | -3.94 | |
| SD-LoRAshot_count=10-shot, scenario=DIL2026.06 | 66.46 | -5.14 | |
| SimGCLshot_count=10-shot, scenario=DIL2026.06 | 66 | -3.12 | |
| LoRAshot_count=10-shot, scenario=DIL2026.06 | 65.99 | -5.98 | |
| InfLoRAshot_count=10-shot, scenario=DIL2026.06 | 65.2 | -5.88 | |
| TPPshot_count=10-shot, scenario=DIL2026.06 | 63.75 | 0 | |
| Cosineshot_count=10-shot, scenario=DIL2026.06 | 54.33 | -20.31 | |
| EWCshot_count=10-shot, scenario=DIL2026.06 | 49.83 | -44.95 | |
| GraphPromptershot_count=10-shot, scenario=DIL2026.06 | 48.24 | -46.52 | |
| RoBERTashot_count=10-shot, scenario=DIL2026.06 | 44.83 | -12.02 | |
| LLaMAshot_count=10-shot, scenario=DIL2026.06 | 44.65 | -55.02 | |
| GCNshot_count=10-shot, scenario=DIL2026.06 | 43.45 | -31.45 | |
| TEENshot_count=10-shot, scenario=DIL2026.06 | 42.93 | -49.36 | |
| LwFshot_count=10-shot, scenario=DIL2026.06 | 38.56 | -29.7 | |
| LLaGAshot_count=10-shot, scenario=DIL2026.06 | 38.52 | -56.18 | |
| GraphGPTshot_count=10-shot, scenario=DIL2026.06 | 37.26 | -42.08 | |
| GCNLLMEmbshot_count=10-shot, scenario=DIL2026.06 | 36.15 | -58.53 | |
| BERTshot_count=10-shot, scenario=DIL2026.06 | 29.23 | -9.38 | |
| SimpleCILshot_count=10-shot, scenario=DIL2026.06 | 24.45 | -21.72 |