Relationship prediction ranking on Amazon-Electronics (test)
80.2MRRBRIDGE-GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BRIDGE-GCNLearning Mode=BRIDGE2025.10 | 80.2 | 87.1 | |
| BRIDGE-TOKENXATTNLearning Mode=BRIDGE2025.10 | 76.9 | 83.7 | |
| BRIDGE-GATLearning Mode=BRIDGE2025.10 | 75.4 | 86 | |
| BRIDGE-TFConvLearning Mode=BRIDGE2025.10 | 75.1 | 85.7 | |
| NATLearning Mode=Temporal Graphs2025.10 | 62.8 | 70.4 | |
| TFConv + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 58.4 | 73.5 | |
| TFConvLearning Mode=Graph Only (Static)2025.10 | 55.8 | 71.5 | |
| GCN + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 50.8 | 68.1 | |
| GAT + SLearning Mode=Two-Stage (Static + Sequence)2025.10 | 50.3 | 67.2 | |
| GCNLearning Mode=Graph Only (Static)2025.10 | 48.9 | 66.6 | |
| TNCNLearning Mode=Temporal Graphs2025.10 | 45.4 | 55.8 | |
| GATLearning Mode=Graph Only (Static)2025.10 | 44.7 | 62.5 | |
| TCLLearning Mode=Temporal Graphs2025.10 | 34.9 | 47.3 | |
| TGNLearning Mode=Temporal Graphs2025.10 | 33.8 | 46.5 | |
| GraphMixerLearning Mode=Temporal Graphs2025.10 | 23.1 | 34.3 | |
| TPNetLearning Mode=Temporal Graphs2025.10 | 22.9 | 34.7 | |
| DyRepLearning Mode=Temporal Graphs2025.10 | 17 | 23.7 |