ResearchBenchmarksGraph Domain-Incremental Learning on Domain-IL Group 5Follow75.5AAGraphKeeper16.53231.84147.1562.459Oct 30, 2025Evaluation ResultsMethodMethodLinksAAAFGraphKeeper2025.1075.5-0.1Joint2025.1074.5—PDGNNs2025.1064.3-8.2DeLoMe2025.1063.2-3.3TPP2025.1056.70SSM2025.1025.7-39.3ER-GNN2025.1024.8-68.8EWC2025.1020.6-77.9GEM2025.1020-77.4LWF2025.1019.8-77.9Fine-Tune2025.1019.7-77.8MAS2025.1018.9-74TWP2025.1018.8-74.4