Signed Link Prediction on Bitcoin-Alpha (test)
0.9727F1 ScoreSiGAT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SiGATMethod Category=Graph Neural Network2019.06 | 0.9727 | 0.948 | 0.7138 | 0.8942 | — | |
| FExtraMethod Category=Feature Engineering2019.06 | 0.9725 | 0.9477 | 0.7069 | 0.8887 | — | |
| GS-GNN + SGABackbone=GS-GNN, SGA integration=true2024.09 | 0.972 | — | — | 0.9 | — | |
| GS-GNNBackbone=GS-GNN, SGA integration=false2024.09 | 0.971 | — | — | 0.856 | — | |
| SIGNetMethod Category=Signed Network Embedding2019.06 | 0.9706 | 0.9443 | 0.7099 | 0.8972 | — | |
| SiGAT+/-Method Category=Graph Neural Network2019.06 | 0.97 | 0.9427 | 0.657 | 0.8699 | — | |
| SINEMethod Category=Signed Network Embedding2019.06 | 0.9699 | 0.9424 | 0.6683 | 0.8788 | — | |
| SIGAT + SGABackbone=SIGAT, SGA integration=true2024.09 | 0.969 | — | — | 0.878 | — | |
| SIGATBackbone=SIGAT, SGA integration=false2024.09 | 0.968 | — | — | 0.855 | — | |
| SIDEMethod Category=Signed Network Embedding2019.06 | 0.9673 | 0.9369 | 0.5432 | 0.7832 | — | |
| RandomMethod Category=Random2019.06 | 0.9672 | 0.9365 | 0.4836 | 0.6395 | — | |
| DeepwalkMethod Category=Unsigned Network Embedding2019.06 | 0.9672 | 0.9365 | 0.4836 | 0.6435 | — | |
| LINEMethod Category=Unsigned Network Embedding2019.06 | 0.9662 | 0.935 | 0.5431 | 0.7878 | — | |
| SGCNMethod Category=Graph Neural Network2019.06 | 0.9658 | 0.9351 | 0.6689 | 0.853 | — | |
| Node2vecMethod Category=Unsigned Network Embedding2019.06 | 0.9623 | 0.9274 | 0.5004 | 0.7666 | — | |
| SGCN + SGABackbone=SGCN, SGA integration=true2024.09 | 0.928 | — | — | 0.809 | — | |
| SGCNBackbone=SGCN, SGA integration=false2024.09 | 0.905 | — | — | 0.753 | — | |
| GAT + SGABackbone=GAT, SGA integration=true2024.09 | 0.869 | — | — | 0.63 | — | |
| GCN + SGABackbone=GCN, SGA integration=true2024.09 | 0.787 | — | — | 0.651 | — | |
| GCNBackbone=GCN, SGA integration=false2024.09 | 0.736 | — | — | 0.609 | — | |
| GATBackbone=GAT, SGA integration=false2024.09 | 0.633 | — | — | 0.603 | — |