Relationship prediction ranking on Amazon-Movies (test)
90.4MRRBRIDGE-GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BRIDGE-GCNLearning Mode=BRIDGE2025.10 | 90.4 | 97.6 | |
| BRIDGE-TOKENXATTNLearning Mode=BRIDGE2025.10 | 89.6 | 97.3 | |
| BRIDGE-GATLearning Mode=BRIDGE2025.10 | 89.1 | 97.4 | |
| BRIDGE-TFConvLearning Mode=BRIDGE2025.10 | 88.6 | 97.2 | |
| TFConv + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 83.6 | 95.1 | |
| TFConvLearning Mode=Graph Only (Static)2025.10 | 82.4 | 94.4 | |
| NATLearning Mode=Temporal Graphs2025.10 | 78.8 | 90.7 | |
| GAT + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 77.2 | 90.9 | |
| GCN + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 76.8 | 90.1 | |
| GATLearning Mode=Graph Only (Static)2025.10 | 76.6 | 90.8 | |
| GCNLearning Mode=Graph Only (Static)2025.10 | 76.4 | 89.6 | |
| TCLLearning Mode=Temporal Graphs2025.10 | 72.2 | 87.6 | |
| TGNLearning Mode=Temporal Graphs2025.10 | 59.1 | 77.6 | |
| GraphMixerLearning Mode=Temporal Graphs2025.10 | 55 | 72.5 | |
| TPNetLearning Mode=Temporal Graphs2025.10 | 42.5 | 61.6 | |
| DyRepLearning Mode=Temporal Graphs2025.10 | 41.6 | 58.4 | |
| TNCNLearning Mode=Temporal Graphs2025.10 | 20.8 | 28.6 |