Relationship prediction on Amazon Movies
90.4MRRBRIDGE-GCN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BRIDGE-GCNParadigm=BRIDGE2025.10 | 90.4 | 84.7 | 95.6 | 97.6 | 99 | |
| BRIDGE-TOKENXATTNParadigm=BRIDGE2025.10 | 89.6 | 83.4 | 95.1 | 97.3 | 98.7 | |
| BRIDGE-GATParadigm=BRIDGE2025.10 | 89.1 | 82.4 | 95.2 | 97.4 | 98.9 | |
| BRIDGE-TFConvParadigm=BRIDGE2025.10 | 88.6 | 81.8 | 94.9 | 97.2 | 98.7 | |
| TFConv + SParadigm=Two-Stage (Static + Sequence)2025.10 | 83.6 | 74.5 | 91.5 | 95.1 | 97.7 | |
| TFConvParadigm=Graph Only (Static)2025.10 | 82.4 | 73 | 90.5 | 94.4 | 97.4 | |
| NATParadigm=Temporal Graphs2025.10 | 78.8 | 69.7 | 85.5 | 90.7 | 95.4 | |
| GAT + SParadigm=Two-Stage (Static + Sequence)2025.10 | 77.2 | 66.6 | 85.7 | 90.9 | 95.4 | |
| GCN + SParadigm=Two-Stage (Static + Sequence)2025.10 | 76.8 | 66.3 | 84.9 | 90.1 | 94.9 | |
| GATParadigm=Graph Only (Static)2025.10 | 76.6 | 65.5 | 85.5 | 90.8 | 95.3 | |
| GCNParadigm=Graph Only (Static)2025.10 | 76.4 | 65.8 | 84.5 | 89.6 | 94.6 | |
| TCLParadigm=Temporal Graphs2025.10 | 72.2 | 60 | 81.5 | 87.6 | 93.5 | |
| TGNParadigm=Temporal Graphs2025.10 | 59.1 | 44.5 | 68.9 | 77.6 | 86.1 | |
| GraphMixerParadigm=Temporal Graphs2025.10 | 55 | 40.8 | 63.2 | 72.5 | 83.2 | |
| TPNetParadigm=Temporal Graphs2025.10 | 42.5 | 27.5 | 51.4 | 61.6 | 71.8 | |
| DyRepParadigm=Temporal Graphs2025.10 | 41.6 | 26.9 | 47.8 | 58.4 | 72.5 | |
| TNCNParadigm=Temporal Graphs2025.10 | 20.8 | 11.8 | 22 | 28.6 | 39.2 |