Temporal Link Prediction on Dataset B WSDM 2022 Challenge
0.6504Initial AUCAntGraph (Ablation)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AntGraph (Ablation)Features=raw input data + LINE embedding + Node crossing features2022.03 | 0.6504 | 0.9001 | — | — | |
| AntGraphFeatures=All features (submitted version)2022.03 | 0.6459 | 0.9028 | — | — | |
| LINE2022.03 | 0.6425 | 0.8905 | — | — | |
| AntGraph (Ablation)Features=raw input data + LINE embedding2022.03 | 0.6399 | 0.9013 | — | — | |
| TransE2022.03 | 0.6389 | 0.8903 | — | — | |
| AntGraph (Ablation)Features=raw input data + LINE embedding + Subgraph features2022.03 | 0.6368 | 0.8978 | — | — | |
| Complex2022.03 | 0.6359 | 0.9014 | — | — | |
| RotatE2022.03 | 0.6323 | 0.8981 | — | — | |
| AntGraph (Ablation)Features=raw input data + Subgraph features2022.03 | 0.5861 | 0.7561 | — | — | |
| catboostFeatures=raw input data2022.03 | 0.5545 | 0.5869 | — | — | |
| DeepWalk2022.03 | 0.5246 | 0.4985 | — | — | |
| baseline2022.03 | 0.51 | 0.5026 | — | — | |
| AntGraph2022.03 | — | — | 0.902 | 0.6307 | |
| IDEAS Lab UT2022.03 | — | — | 0.8739 | 0.5668 | |
| NodeInGraph2022.03 | — | — | 0.8656 | 0.5851 | |
| nothing here2022.03 | — | — | 0.9069 | 0.6289 | |
| nothing here2022.03 | — | — | 0.9069 | 0.6289 | |
| We can [mask]!2022.03 | — | — | 0.8982 | 0.5724 |