Link Sign Prediction on Slashdot
0.974AUCSE-SGformer
Evaluation Results
| Method | Links | |
|---|---|---|
| SE-SGformer2025.12 | 0.974 | |
| FGMNB2025.12 | 0.894 | |
| ASGLepsilon=62025.11 | 0.891 | |
| ASGLepsilon=42025.11 | 0.889 | |
| ASGLepsilon=32025.11 | 0.8887 | |
| SDGNNepsilon=62025.11 | 0.8862 | |
| SDGNNepsilon=42025.11 | 0.8788 | |
| SDGNNepsilon=32025.11 | 0.8697 | |
| GMMNB2025.12 | 0.866 | |
| ASGLepsilon=22025.11 | 0.8539 | |
| SiGATepsilon=62025.11 | 0.8527 | |
| SiGATepsilon=42025.11 | 0.8424 | |
| SiGATepsilon=32025.11 | 0.8392 | |
| SDGNNepsilon=22025.11 | 0.8325 | |
| DNE-SBP2025.12 | 0.812 | |
| SGCNepsilon=62025.11 | 0.8093 | |
| SGCN-1+aggregation steps=multiple2018.08 | 0.804 | |
| SGCN-2aggregation steps=22018.08 | 0.804 | |
| SiNE2018.08 | 0.792 | |
| SiGATepsilon=22025.11 | 0.7886 | |
| ASGLepsilon=12025.11 | 0.7861 | |
| SGCN-1aggregation steps=12018.08 | 0.784 | |
| LSNEepsilon=62025.11 | 0.7816 | |
| LSNEepsilon=42025.11 | 0.7753 | |
| SSE2018.08 | 0.769 | |
| SDGNNepsilon=12025.11 | 0.7547 | |
| LSNEepsilon=32025.11 | 0.7541 | |
| GAPepsilon=62025.11 | 0.7471 | |
| SGCNepsilon=42025.11 | 0.7181 | |
| GAPepsilon=42025.11 | 0.7126 | |
| SDGNN2025.12 | 0.71 | |
| SiGATepsilon=12025.11 | 0.7061 | |
| GAPepsilon=32025.11 | 0.6879 | |
| SiGAT2025.12 | 0.681 | |
| SGCNepsilon=32025.11 | 0.6662 | |
| SGCN2025.12 | 0.656 | |
| GAPepsilon=22025.11 | 0.6389 | |
| SGCNepsilon=22025.11 | 0.6151 | |
| LSNEepsilon=22025.11 | 0.6144 | |
| GAPepsilon=12025.11 | 0.6121 | |
| LSNEepsilon=12025.11 | 0.5717 | |
| SGCNepsilon=12025.11 | 0.5662 | |
| SIDE2018.08 | 0.547 |