Graph Clustering on BD-30K
99.9NMIDyG-MF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-MFMethod Category=MF-based2026.03 | 99.9 | 90.2 | |
| DyG-RoLLMMethod Category=LLMs2026.03 | 99.9 | 90.4 | |
| DYNMOGAMethod Category=MF-based2026.03 | 98.1 | 78.1 | |
| NE2NMFMethod Category=MF-based2026.03 | 97.1 | 76.1 | |
| RNNGCNMethod Category=NN-based2026.03 | 96.6 | 84.5 | |
| ROLANDMethod Category=NN-based2026.03 | 95.5 | 83.2 | |
| TGCMethod Category=NN-based2026.03 | 95.3 | 83 | |
| RDMAMethod Category=MF-based2026.03 | 95.3 | 69.8 | |
| node2vecMethod Category=NN-based2026.03 | 93.8 | 85.8 | |
| RTSCMethod Category=MF-based2026.03 | 92.8 | 55.3 | |
| SepNEMethod Category=NN-based2026.03 | 92.5 | 89.4 | |
| PisCESMethod Category=MF-based2026.03 | 91.2 | 41.6 | |
| ComGPTMethod Category=LLMs2026.03 | 90.4 | 70.2 | |
| DSCPCDMethod Category=NN-based2026.03 | 89.2 | 69.8 | |
| CommLLMMethod Category=LLMs2026.03 | 88.3 | 68.7 |