Signed Link Prediction on Slashdot (test)
90.61F1 ScoreFExtra
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FExtraMethod Category=Feature Engineering2019.06 | 90.61 | 84.57 | 73.71 | 88.59 | — | |
| SiGATMethod Category=Graph Neural Network2019.06 | 90.47 | 84.82 | 76.6 | 88.64 | — | |
| SIGNetMethod Category=Signed Network Embedding2019.06 | 89.84 | 83.91 | 75.59 | 87.49 | — | |
| SiGAT+/-Method Category=Graph Neural Network2019.06 | 89.59 | 83.31 | 73.8 | 86.39 | — | |
| SIGAT + SGABackbone=SIGAT, SGA integration=true2024.09 | 89.4 | — | — | 85.5 | — | |
| SINEMethod Category=Signed Network Embedding2019.06 | 89.21 | 82.69 | 72.77 | 84.23 | — | |
| SIGATBackbone=SIGAT, SGA integration=false2024.09 | 89.2 | — | — | 84.6 | — | |
| SGCNMethod Category=Graph Neural Network2019.06 | 88.6 | 82 | 72.94 | 84.4 | — | |
| GS-GNNBackbone=GS-GNN, SGA integration=false2024.09 | 88.6 | — | — | 77.9 | — | |
| GS-GNN + SGABackbone=GS-GNN, SGA integration=true2024.09 | 88.3 | — | — | 81.2 | — | |
| RandomMethod Category=Random2019.06 | 87.26 | 77.4 | 43.63 | 54.15 | — | |
| DeepwalkMethod Category=Unsigned Network Embedding2019.06 | 87.26 | 77.4 | 43.63 | 54.67 | — | |
| SIDEMethod Category=Signed Network Embedding2019.06 | 87.02 | 77.76 | 54.69 | 76.27 | — | |
| LINEMethod Category=Unsigned Network Embedding2019.06 | 86.55 | 76.38 | 44.63 | 53.43 | — | |
| Node2vecMethod Category=Unsigned Network Embedding2019.06 | 85.9 | 76.64 | 58.87 | 76.22 | — | |
| SGCN + SGABackbone=SGCN, SGA integration=true2024.09 | 85 | — | — | 68.7 | — | |
| GAT + SGABackbone=GAT, SGA integration=true2024.09 | 68.6 | — | — | 55.2 | — | |
| SGCNBackbone=SGCN, SGA integration=false2024.09 | 67.3 | — | — | 61 | — | |
| GATBackbone=GAT, SGA integration=false2024.09 | 65.7 | — | — | 51.2 | — | |
| GCN + SGABackbone=GCN, SGA integration=true2024.09 | 62.2 | — | — | 51.2 | — | |
| GCNBackbone=GCN, SGA integration=false2024.09 | 54.7 | — | — | 51.9 | — | |
| AIS-Imputerank=402016.07 | — | 84.2 | — | — | — | |
| AltMinrank=402016.07 | — | 84.9 | — | — | — | |
| EGLRLcoefficient update=step (7), rank=402016.07 | — | 84.4 | — | — | — | |
| GLRLcoefficient update=step (6), rank=402016.07 | — | 84.1 | — | — | — | |
| GLRL w/o coef updcoefficient update=none, rank=402016.07 | — | 82.6 | — | — | — |