Graph Clustering on Dublin
57.6NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 57.6 | 35.2 | |
| DyG-MFMethod Category=MF-based2026.03 | 56.1 | 33.7 | |
| ROLANDMethod Category=NN-based2026.03 | 53.6 | 31.6 | |
| TGCMethod Category=NN-based2026.03 | 52.8 | 31.3 | |
| RNNGCNMethod Category=NN-based2026.03 | 52.2 | 31.6 | |
| node2vecMethod Category=NN-based2026.03 | 50.3 | 23.2 | |
| DYNMOGAMethod Category=MF-based2026.03 | 49.8 | 20.1 | |
| SepNEMethod Category=NN-based2026.03 | 49.2 | 21 | |
| NE2NMFMethod Category=MF-based2026.03 | 47.9 | 18.9 | |
| RDMAMethod Category=MF-based2026.03 | 47.2 | 18.6 | |
| RTSCMethod Category=MF-based2026.03 | 46.6 | 19.3 | |
| PisCESMethod Category=MF-based2026.03 | 46.3 | 16.2 | |
| ComGPTMethod Category=LLMs2026.03 | 45.9 | 19.4 | |
| CommLLMMethod Category=LLMs2026.03 | 38.8 | 14.4 | |
| DSCPCDMethod Category=NN-based2026.03 | 32.4 | 11.9 |