Link Sign Prediction on Bitcoin-Alpha
0.871AUCTrustSGCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TrustSGCN2026.01 | 0.871 | 0.667 | — | — | |
| SNEA2026.01 | 0.866 | 0.669 | — | — | |
| SLGNN2026.01 | 0.864 | 0.716 | — | — | |
| CopulaLSP2026.01 | 0.864 | 0.716 | — | — | |
| ASGLepsilon=62025.11 | 0.8592 | — | — | — | |
| ASGLepsilon=42025.11 | 0.8591 | — | — | — | |
| ASGLepsilon=32025.11 | 0.8589 | — | — | — | |
| FGMNB2025.12 | 0.851 | — | — | — | |
| SE-SGformer2026.01 | 0.848 | 0.699 | — | — | |
| SDGNNepsilon=62025.11 | 0.8476 | — | — | — | |
| SGCN2026.01 | 0.846 | 0.673 | — | — | |
| SGAAE2026.01 | 0.839 | 0.683 | — | — | |
| SDGNN2026.01 | 0.831 | 0.674 | — | — | |
| SGCN2025.12 | 0.826 | — | — | — | |
| SiGATepsilon=62025.11 | 0.8207 | — | — | — | |
| ASGLepsilon=22025.11 | 0.8075 | — | — | — | |
| LSNEepsilon=62025.11 | 0.8069 | — | — | — | |
| SDGNN2025.12 | 0.806 | — | — | — | |
| GMMNB2025.12 | 0.802 | — | — | — | |
| SGCN-2aggregation steps=22018.08 | 0.796 | — | — | — | |
| SiGAT2025.12 | 0.792 | — | — | — | |
| SGCN-1+aggregation steps=multiple2018.08 | 0.785 | — | — | — | |
| SGCN-1aggregation steps=12018.08 | 0.78 | — | — | — | |
| SiNE2018.08 | 0.778 | — | — | — | |
| SGCNepsilon=62025.11 | 0.7702 | — | — | — | |
| SSE2018.08 | 0.764 | — | — | — | |
| GCN2026.01 | 0.755 | 0.562 | — | — | |
| ASGLepsilon=12025.11 | 0.7505 | — | — | — | |
| SiGATepsilon=42025.11 | 0.7488 | — | — | — | |
| GAPepsilon=62025.11 | 0.732 | — | — | — | |
| SDGNNepsilon=42025.11 | 0.7308 | — | — | — | |
| SiGATepsilon=32025.11 | 0.7303 | — | — | — | |
| DNE-SBP2025.12 | 0.722 | — | — | — | |
| SiGATepsilon=22025.11 | 0.7215 | — | — | — | |
| SDGNNepsilon=32025.11 | 0.7098 | — | — | — | |
| GAPepsilon=42025.11 | 0.7091 | — | — | — | |
| SiGATepsilon=12025.11 | 0.7033 | — | — | — | |
| SE-SGformer2025.12 | 0.703 | — | — | — | |
| SGCNepsilon=42025.11 | 0.693 | — | — | — | |
| SDGNNepsilon=22025.11 | 0.6883 | — | — | — | |
| SDGNNepsilon=12025.11 | 0.6761 | — | — | — | |
| LSNEepsilon=42025.11 | 0.6524 | — | — | — | |
| SGCNepsilon=32025.11 | 0.6433 | — | — | — | |
| GAPepsilon=32025.11 | 0.6367 | — | — | — | |
| SIDE2018.08 | 0.63 | — | — | — | |
| GAPepsilon=22025.11 | 0.6025 | — | — | — | |
| LSNEepsilon=32025.11 | 0.5959 | — | — | — | |
| GAPepsilon=12025.11 | 0.5664 | — | — | — | |
| SGCNepsilon=22025.11 | 0.545 | — | — | — | |
| LSNEepsilon=22025.11 | 0.5361 | — | — | — | |
| SGCNepsilon=12025.11 | 0.5157 | — | — | — | |
| LSNEepsilon=12025.11 | 0.5112 | — | — | — | |
| GAT2024.09 | — | — | 0.494 | 0.395 | |
| GAT + SGABackbone=GAT2024.09 | — | — | 0.775 | 0.538 | |
| GCN2024.09 | — | — | 0.599 | 0.45 | |
| GCN + SGABackbone=GCN2024.09 | — | — | 0.664 | 0.491 | |
| GS-GNN2024.09 | — | — | 0.945 | 0.721 | |
| GS-GNN + SGABackbone=GS-GNN2024.09 | — | — | 0.947 | 0.746 | |
| SGCN2024.09 | — | — | 0.834 | 0.621 | |
| SGCN + SGABackbone=SGCN2024.09 | — | — | 0.872 | 0.676 | |
| SGCN-1Aggregation steps=12018.08 | — | 0.91 | — | — | |
| SGCN-1+Aggregation steps=Multiple2018.08 | — | 0.912 | — | — | |
| SGCN-2Aggregation strategy=Balance and unbalanced paths2018.08 | — | 0.917 | — | — | |
| SIDE2018.08 | — | 0.738 | — | — | |
| SiGAT2024.09 | — | — | 0.94 | 0.652 | |
| SiGAT + SGABackbone=SiGAT2024.09 | — | — | 0.942 | 0.703 | |
| SINE2018.08 | — | 0.888 | — | — | |
| SSE2018.08 | — | 0.898 | — | — |