Class Incremental Learning (CIL) on History 10-shot (test)
78.81Average AccuracyG2LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G2LoRAshot_count=10-shot, scenario=CIL2026.06 | 78.81 | 4.19 | |
| InfLoRAshot_count=10-shot, scenario=CIL2026.06 | 53.73 | -26.8 | |
| Cosineshot_count=10-shot, scenario=CIL2026.06 | 51.61 | -18.36 | |
| TPPshot_count=10-shot, scenario=CIL2026.06 | 47.95 | 0 | |
| GCNshot_count=10-shot, scenario=CIL2026.06 | 46.04 | -35.23 | |
| SD-LoRAshot_count=10-shot, scenario=CIL2026.06 | 45.08 | -25.47 | |
| LoRAshot_count=10-shot, scenario=CIL2026.06 | 44.76 | -24.11 | |
| SimGCLshot_count=10-shot, scenario=CIL2026.06 | 44.55 | -7.99 | |
| LLaMAshot_count=10-shot, scenario=CIL2026.06 | 43.83 | -54.18 | |
| GraphPromptershot_count=10-shot, scenario=CIL2026.06 | 43.51 | -51.22 | |
| RoBERTashot_count=10-shot, scenario=CIL2026.06 | 42.89 | -7.11 | |
| LwFshot_count=10-shot, scenario=CIL2026.06 | 40.63 | -39.35 | |
| SimpleCILshot_count=10-shot, scenario=CIL2026.06 | 39.55 | -16.03 | |
| TEENshot_count=10-shot, scenario=CIL2026.06 | 35.53 | -55.71 | |
| EWCshot_count=10-shot, scenario=CIL2026.06 | 35.01 | -38.33 | |
| LLaGAshot_count=10-shot, scenario=CIL2026.06 | 30.31 | -57.61 | |
| BERTshot_count=10-shot, scenario=CIL2026.06 | 30.23 | -18.53 | |
| GCNLLMEmbshot_count=10-shot, scenario=CIL2026.06 | 29.14 | -50.91 | |
| GraphGPTshot_count=10-shot, scenario=CIL2026.06 | 23.49 | -34.67 |