Link Prediction on DBLP (test)
84.2AUCWhole
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| WholeFull Dataset=true2023.10 | 84.2 | — | — | — | |
| SGDDRatio (r)=0.25%2023.10 | 82.1 | — | — | — | |
| SGDDRatio (r)=0.50%2023.10 | 82.1 | — | — | — | |
| SGDDRatio (r)=0.05%2023.10 | 81.3 | — | — | — | |
| GcondRatio (r)=0.50%2023.10 | 79.9 | — | — | — | |
| GDCRatio (r)=0.05%2023.10 | 78.9 | — | — | — | |
| GcondRatio (r)=0.25%2023.10 | 78.6 | — | — | — | |
| CoarseningRatio (r)=0.05%2023.10 | 77.8 | — | — | — | |
| GDCRatio (r)=0.50%2023.10 | 77.6 | — | — | — | |
| GDCRatio (r)=0.25%2023.10 | 77.5 | — | — | — | |
| GcondRatio (r)=0.05%2023.10 | 77.2 | — | — | — | |
| CoarseningRatio (r)=0.25%2023.10 | 76.9 | — | — | — | |
| CoarseningRatio (r)=0.50%2023.10 | 76.8 | — | — | — | |
| K-CenterRatio (r)=0.50%2023.10 | 75.2 | — | — | — | |
| K-CenterRatio (r)=0.25%2023.10 | 74.9 | — | — | — | |
| HerdingRatio (r)=0.50%2023.10 | 74.3 | — | — | — | |
| K-CenterRatio (r)=0.05%2023.10 | 72.4 | — | — | — | |
| HerdingRatio (r)=0.25%2023.10 | 71.2 | — | — | — | |
| RandomRatio (r)=0.50%2023.10 | 68.7 | — | — | — | |
| RandomRatio (r)=0.25%2023.10 | 68.3 | — | — | — | |
| HerdingRatio (r)=0.05%2023.10 | 65.8 | — | — | — | |
| RandomRatio (r)=0.05%2023.10 | 64.1 | — | — | — | |
| GraphFormersTraining=Two-stage progressive learning, Symmetry=Unidirectional-simplified2021.05 | — | 0.7267 | 0.8565 | 0.8133 | |
| IFTNType=Simplified text encoder baseline2021.05 | — | 0.3691 | 0.5798 | 0.4773 | |
| PLMText Encoder=UniLM-base, Input=Center node textual feature2021.05 | — | 0.5673 | 0.7484 | 0.6777 | |
| PLM+AttText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Attention)2021.05 | — | 0.691 | 0.8366 | 0.7875 | |
| PLM+GATText Encoder=UniLM-base, Aggregator=GAT2021.05 | — | 0.6633 | 0.8204 | 0.7667 | |
| PLM+MaxText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Max)2021.05 | — | 0.6934 | 0.8386 | 0.79 | |
| PLM+MeanText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Mean)2021.05 | — | 0.6896 | 0.8359 | 0.7866 | |
| TNVEType=Simplified text encoder baseline2021.05 | — | 0.2978 | 0.5295 | 0.4163 |